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Малоресурсный язык ломает коммерческие embedding: R@1 0,83 (LaBSE) vs 0,21 (OpenAI) на армянском EPG

Текст написан автором и отредактирован с помощью ИИ

TL;DR: Платные модели embedding плохо работают с малоресурсными языками. OpenAI text-embedding-3-large набирает R@1 = 0,21 на армянском -- уровень случайного угадывания. Причина -- токенизатор: cl100k_base не содержит армянских токенов и разбивает текст побайтово, раздувая его в 10 раз по сравнению с английским. Бесплатные мультиязычные модели с SentencePiece/WordPiece-токенизаторами не имеют этой проблемы. Протестировано 19 моделей на 245 триплетах EN/RU/HY из TMDB. Лучший retrieval -- LaBSE (R@1 = 0,83), лучший alignment -- multilingual-e5-large (0,86).

Работая над прототипом IPTV/OTT RecSys, на старте взял коммерческий облачный embedding как baseline -- распространённый шаблон при разработке продуктов с ML. Качество кроссязыкового сопоставления EPG-заголовков оказалось низким. Стал искать подходящую модель -- написал простой бенчмарк из 7 триплетов и 4 синонимных пар. Выяснилось, что бесплатные мультиязычные модели работают значительно лучше платных. Замена модели улучшила RecSys на практике, но размер тестов вызывал сомнения -- 7 примеров всё-таки мало для уверенных выводов.

В итоге это выросло в полноценное исследование: 19 моделей, 245 триплетов, 783 дуплета для теста сокращений -- на домене мультиязычного EPG (английский, русский, армянский).

Результаты подтвердили первоначальные находки по alignment (средний cosine): бесплатная модель с Hugging Face набирает 0,86, OpenAI text-embedding-3-large -- 0,34, Cohere embed-v4.0 -- 0,47. Но добавление retrieval-метрик (Recall@1, MRR) полностью перетасовало рейтинг -- и выявило модели-ловушки с красивым alignment, но нулевой дискриминацией.

Код, весь синтетический/публичный датасет (TMDB-триплеты, тесты на сокращения, синонимные пары) и полные таблицы результатов -- в открытом доступе. Двухнедельный продуктовый EPG-дамп не публикую по понятным причинам; его агрегированные статистики (распределение языков, доля сокращений и т.п.) приведены прямо в тексте.

Постановка задачи

Армянские IPTV/OTT EPG-ленты по природе мультиязычны: в одном и том же фиде регулярно встречаются армянский (HY), русский (RU) и английский (EN). Армянский -- государственный язык. Русский широко распространён и часто доминирует в метаданных вещания на постсоветском пространстве. Английский -- стандарт для международного контента и глобальных источников данных. Поэтому трилингвальное сопоставление заголовков -- это практическое продуктовое требование.

Анализ 14-дневного продуктового дампа EPG (239 каналов, 35 170 записей) показывает языковой состав заголовков:

Язык	Доля
Только RU	53,7%
Только HY	29,9%
Только EN	12,0%
Два языка	4,3%

Ни одна запись не содержала все три языка одновременно -- каждая запись имеет один заголовок, написанный на одном или максимум двух языках, поэтому рекомендательная система должна сопоставлять их исключительно через близость эмбеддингов.

Каждый IPTV-оператор получает EPG-данные из нескольких источников. Одна и та же программа появляется на разных каналах с разными идентификаторами записей, разными названиями, разными транслитерациями и на разных языках. Чтобы агрегировать историю просмотров пользователя по каналам -- и строить на её основе рекомендации -- система должна уметь сопоставлять эти записи между собой. Рекомендательная система, не способная выполнять кросс-языковое сопоставление, даёт некачественные рекомендации для неанглоязычного контента.

Армянский язык (hy) представляет особую сложность:

Нелатинская, некириллическая письменность (уникальный армянский алфавит: Հ, Ա, Յ, Ե, ...)
Низкоресурсный язык: слабо представлен в обучающих данных большинства моделей эмбеддингов
Смешение армянского, русского и английского в EPG-заголовках
Доменно-специфичные сокращения

Сокращение	Расшифровка	Рус. аналог	Встречаемость
Հ/Ն	Теленовелла (Herustanovel)	--	1 971
Հ/Ս	Телесериал (Herustaserial)	т/с	598
Գ/Ֆ	Худ. фильм (Gegharvestakan film)	к/ф	112
Հ/Շ	Телешоу (Herustashou)	--	88
Մ/Ս	Мультсериал (Multserial)	м/с	84

Методология

В примерах ниже сокращения и заголовки приведены на русском для удобства читателей. В датасете и бенчмарке аналогичные тесты проводятся и на армянском -- с армянскими сокращениями (Գ/Ֆ, Հ/Ս, Մ/Ս и др.) и армянскими заголовками.

Датасет

245 триплетов (EN, RU, HY): 7 рукописных EPG-записей + 238 реальных из TMDB API
783 дуплета для теста устойчивости к сокращениям (например, "Название" vs "к/ф Название").
4 пары HY-HY синонимов для внутриязыковой консистентности

Метрика

Средний косинусный коэффициент по трём кроссязыковым парам:

cos(embed(EN), embed(RU)) -- EN-RU
cos(embed(EN), embed(HY)) -- EN-HY
cos(embed(RU), embed(HY)) -- RU-HY

Итоговый балл = среднее трёх. Почему среднее, а не минимум? Минимум скрывает ситуации, когда модель хороша на двух парах и плоха на одной. Среднее более устойчиво к выбросам в конкретной паре, а детальная разбивка по парам всё равно приведена в таблице результатов.

Устойчивость к сокращениям -- средний cos(embed(title), embed(prefix + title)) по 783 дуплетам (отдельно для RU и HY). Идеальная модель даёт 1.0: добавление "к/ф" или "м/ф" перед названием не должно менять эмбеддинг.

HY-HY внутриязыковая консистентность -- средний cos(embed(A), embed(B)) по 4 парам армянских синонимов (например, "Մարզական ամփոփում" vs "Սպորտային ամփոփագիр"). Проверяет, различает ли модель семантически идентичные фразы на низкоресурсном языке.

Recall@1 -- для каждого заголовка на языке A ищем ближайший по cosine среди всех 245 заголовков на языке B. Если ближайший -- правильный перевод, это hit. Поиск выполняется в обе стороны (A->B и B->A), R@1 = среднее двух направлений. Итоговый R@1 = среднее по трём парам (EN<->RU, EN<->HY, RU<->HY).

MRR (Mean Reciprocal Rank) -- аналогично R@1, но учитывает позицию правильного ответа: если правильный перевод на 1-м месте -- 1,0; на 2-м -- 0,5; на 3-м -- 0,33 и т.д. Среднее по трём парам.

Cross-lang mean измеряет alignment (насколько близки правильные пары). R@1 и MRR измеряют discrimination (отличает ли модель правильную пару от 244 неправильных). Для продакшн-системы нужны оба свойства.

Ограничения методологии

Instruct-модель исключена. multilingual-e5-large-instruct исключена из бенчмарка: instruct-модели проектируются для асимметричных задач (query -> document) и требуют instruction prefix. В нашей задаче (симметричное попарное сравнение заголовков) использование instruct-модели без префикса некорректно, а добавление префикса меняет саму задачу. Результаты non-instruct e5-моделей -- корректная нижняя граница.
Нет query prefix для семейства E5. Модели intfloat/multilingual-e5-* и intfloat/e5-* документируют рекомендуемый префикс "query: " для входных текстов. В нашем бенчмарке все тексты передаются без префиксов. Это значит, что результаты E5 -- нижняя граница: с корректными префиксами их результаты могут быть ещё выше.
Jina v3: task-адаптер активирован. Для jinaai/jina-embeddings-v3 и API, и локальный ST-бэкенд используют task="retrieval.passage" / prompt_name="retrieval.passage". Остаточный разрыв (0,851 vs 0,811) может быть связан с различиями в "технической" части, так как уже исключили "самую частую" причину расхождений.
HY-HY синонимы (N=4) -- слишком малая выборка для статистически значимых выводов. Метрика приведена как иллюстративная.
Дисперсия не приведена. Таблица содержит средние по 245 триплетам, но без стандартного отклонения или доверительных интервалов. Для близких моделей (e5-base 0,861 vs e5-large 0,863) разница может быть незначима / различна в пределах шума.
TMDB != реальный EPG. 238 из 245 триплетов взяты из TMDB -- это community-переводы. Реальные EPG-заголовки грязнее: обрезки, транслитерации, опечатки, смешение языков в одном поле. Бенчмарк может завышать реальную production-эффективность.

Модели

19 моделей, 6 бэкендов:

Локальные (SentenceTransformers):

intfloat/multilingual-e5-large (2023)
intfloat/multilingual-e5-base (2023)
intfloat/e5-large-v2 (2023)
intfloat/e5-large (2022)
sentence-transformers/LaBSE (2022)
BAAI/bge-m3 (2024)
Alibaba-NLP/gte-multilingual-base (2024)
Metric-AI/armenian-text-embeddings-1 (2024)
jinaai/jina-embeddings-v3 -- локально через ST
paraphrase-multilingual-mpnet-base-v2 (2021)
paraphrase-multilingual-MiniLM-L12-v2 (2021)
distiluse-base-multilingual-cased (2020)
all-MiniLM-L6-v2 (2021)

FlagEmbedding:

BAAI/bge-m3 -- тот же чекпойнт, другой бэкенд

API:

OpenAI text-embedding-3-large (2024)
Cohere embed-v4.0 (2025)
Cohere embed-multilingual-v3.0 (2023)
Jina jina-embeddings-v3 (2024)
Voyage voyage-multilingual-2 (2024)

Железо

MacBook M2 Max, 32 GB RAM. Локальные модели через CPU/Metal, API через интернет. Время замерено на батче из 735 текстов (245 триплетов x 3 языка). Абсолютные значения мс/текст приведены для сравнения моделей между собой, а не как ориентир серверной производительности.

Результаты

#	Бэкенд	Модель	Год	$$	Cross-lang	EN-RU	EN-HY	RU-HY	HY-HY	Abbrev	мс/текст
1	st	`multilingual-e5-large`	2023		0,863	0,870	0,855	0,864	0,964	0,940	20
2	st	`multilingual-e5-base`	2023		0,861	0,867	0,851	0,865	0,958	0,948	14
3	jina	`jina-embeddings-v3`	2024	$$	0,851	0,883	0,835	0,836	0,913	0,899	9
4	st	`jina-embeddings-v3` (local)	2024		0,811	0,843	0,774	0,816	0,855	0,944	19
5	st	`e5-large-v2`	2023		0,782	0,775	0,769	0,802	0,833	0,920	19
6	st	`e5-large`	2022		0,756	0,737	0,734	0,798	0,863	0,969	12
7	cohere	`embed-multilingual-v3.0`	2023	$$	0,749	0,796	0,695	0,757	0,951	0,911	7
8	st	`LaBSE`	2022		0,746	0,761	0,743	0,735	0,934	0,794	18
9	st	`armenian-text-embeddings-1`	2024		0,734	0,745	0,720	0,735	0,910	0,875	10
10	st	`gte-multilingual-base`	2024		0,728	0,782	0,688	0,714	0,737	0,899	12
11	st	`paraphrase-mpnet-base-v2`	2021		0,728	0,781	0,651	0,751	0,762	0,793	17
12	voyage	`voyage-multilingual-2`	2024	$$	0,728	0,781	0,690	0,712	0,783	0,888	10
13	st	`distiluse-base-multilingual`	2020		0,709	0,792	0,644	0,689	0,749	0,749	15
14	st	`paraphrase-MiniLM-L12-v2`	2021		0,697	0,768	0,614	0,709	0,752	0,796	12
15	st	`bge-m3`	2024		0,677	0,726	0,643	0,662	0,849	0,831	13
16	flag	`bge-m3`	2024		0,677	0,726	0,643	0,662	0,849	0,831	11
17	cohere	`embed-v4.0`	2025	$$	0,472	0,637	0,372	0,408	0,572	0,695	17
18	openai	`text-embedding-3-large`	2024	$$	0,342	0,544	0,216	0,267	0,666	0,774	8
19	st	`all-MiniLM-L6-v2`	2021		0,165	0,129	0,106	0,260	0,460	0,837	10

Размерность эмбеддингов: 3072 (OpenAI), 1024 (e5-large, Jina, Cohere, Voyage, bge-m3), 768 (e5-base, LaBSE, armenian, mpnet, gte), 512 (distiluse), 384 (MiniLM). Влияет на размер индекса и скорость ANN-поиска.

Модели, ранжированные по cross-language alignment

Рис. 1. Модели, ранжированные по средней кроссязыковой косинусной близости (EN↔RU, EN↔HY, RU↔HY). Зелёная линия -- порог 0,8.

Хитмап по языковым парам

Рис. 2. Разбивка по языковым парам. OpenAI проваливается на любой паре с армянским (EN↔HY = 0,216, RU↔HY = 0,267).

Retrieval: Recall@1 и MRR

Та же таблица, отсортированная по MRR -- способности модели найти правильное соответствие среди 245 кандидатов:

#	Бэкенд	Модель	Cross-lang	R@1	MRR	R@1 EN-RU	R@1 EN-HY	R@1 RU-HY
1	st	`LaBSE`	0,746	0,834	0,864	0,878	0,831	0,794
2	st	`multilingual-e5-large`	0,863	0,802	0,837	0,869	0,778	0,759
3	st	`armenian-text-embeddings-1`	0,734	0,778	0,816	0,841	0,767	0,725
4	st	`bge-m3`	0,677	0,766	0,806	0,845	0,749	0,704
5	flag	`bge-m3`	0,677	0,766	0,806	0,845	0,749	0,704
6	st	`multilingual-e5-base`	0,861	0,754	0,794	0,831	0,735	0,698
7	jina	`jina-embeddings-v3`	0,851	0,756	0,791	0,847	0,700	0,720
8	cohere	`embed-multilingual-v3.0`	0,749	0,731	0,782	0,859	0,665	0,669
9	st	`gte-multilingual-base`	0,728	0,705	0,752	0,851	0,616	0,647
10	voyage	`voyage-multilingual-2`	0,728	0,684	0,730	0,849	0,582	0,622
11	st	`paraphrase-mpnet-base-v2`	0,728	0,632	0,690	0,769	0,537	0,590
12	st	`distiluse-base-multilingual`	0,709	0,629	0,688	0,804	0,547	0,537
13	st	`jina-embeddings-v3` (local)	0,811	0,605	0,659	0,716	0,469	0,631
14	cohere	`embed-v4.0`	0,472	0,556	0,607	0,880	0,373	0,414
15	st	`paraphrase-MiniLM-L12-v2`	0,697	0,539	0,597	0,731	0,414	0,473
16	openai	`text-embedding-3-large`	0,342	0,438	0,481	0,894	0,210	0,210
17	st	`e5-large-v2`	0,782	0,159	0,211	0,239	0,088	0,151
18	st	`e5-large`	0,756	0,121	0,169	0,165	0,082	0,116
19	st	`all-MiniLM-L6-v2`	0,165	0,031	0,063	0,049	0,026	0,018

Recall@1 и MRR по моделям

Рис. 3. Recall@1 и MRR -- способность модели найти правильное соответствие среди 245 кандидатов. LaBSE лидирует по обеим метрикам.

Хитмап Recall@1 по языковым парам

Рис. 4. Recall@1 по языковым парам. Монолингвальные e5-large/e5-large-v2 проваливаются на retrieval несмотря на высокий alignment.

Анализ

1. Alignment vs Discrimination: две разные истории

Рейтинг по alignment (cross-lang mean) и по retrieval (MRR) -- не одно и то же. Самые показательные перестановки:

Модель	Ранг по Cross-lang	Ранг по MRR	Δ
`e5-large-v2`	#5	#17	+12
`e5-large`	#6	#18	+12
`bge-m3`	#15	#4	-11
`jina-v3 (local)`	#4	#13	+9
`LaBSE`	#8	#1	-7
`armenian-text-embeddings-1`	#9	#3	-6

Что происходит? Модели e5-large-v2 и e5-large -- монолингвальные (английские). Они маппят армянский и русский текст в один плотный кластер: cosine высокий для всех пар (и правильных, и неправильных), но R@1 = 0,16 и 0,12 -- модель "угадывает" правильный матч лишь в 12-16% случаев. Высокий alignment без discrimination -- ловушка: метрика выглядит хорошо, а в production поиск не работает.

Аналогичный эффект проявляется у локального Jina v3: alignment 0,811 (#4), но R@1 = 0,605 (#13). API-версия того же чекпойнта показывает R@1 = 0,756 -- разрыв может быть связан с различиями в runtime и precision между SentenceTransformers и Jina API.

LaBSE, наоборот, тренировался на параллельных корпусах с contrastive loss -- именно на задачу различения. Его alignment умеренный (0,746), но R@1 = 0,834 -- лучший результат в бенчмарке.

2. Мультиязычные e5 -- лучший баланс alignment и retrieval

Два мультиязычных варианта e5 стабильно в топ-6 по обеим метрикам. e5-large -- #1 по alignment (0,863) и #2 по MRR (0,837). e5-base (0,861 / 0,794) побеждает большинство моделей по обоим критериям при вдвое меньшем размере.

Почему мультиязычные e5 работают?

Тренировка на массивных параллельных корпусах (CCMatrix, WikiMatrix)
Хорошая субсловная репрезентация для нестандартных скриптов

Почему монолингвальные e5 проваливаются на retrieval? У e5-large и e5-large-v2 нет мультиязычных обучающих данных. Нелатинский текст маппится в узкую область пространства -- cosine между любыми двумя армянскими текстами высокий, но неинформативный.

3. armenian-text-embeddings-1: fine-tuning улучшает retrieval, но ломает alignment

Metric-AI/armenian-text-embeddings-1 -- это multilingual-e5-base, дообученный на ~250M токенов армянского текста (пары заголовок/тело с Reddit, переведённые на армянский через Gemma 2 27B). Это единственная пара "родитель-потомок" в бенчмарке, позволяющая напрямую измерить эффект fine-tuning.

Метрика	`multilingual-e5-base`	`armenian-text-embeddings-1`	Δ
Cross-lang (alignment)	0,861	0,734	-0,127
EN-RU alignment	0,867	0,745	-0,122
EN-HY alignment	0,851	0,720	-0,131
HY-HY	0,958	0,910	-0,048
R@1 (retrieval)	0,754	0,778	+0,024
MRR (retrieval)	0,794	0,816	+0,022
Ранг по MRR	#6	#3	+3

Fine-tuning на армянском улучшил retrieval (MRR: #6 -> #3), но обрушил alignment по всем парам. Показательно: EN-RU alignment упал с 0,867 до 0,745 -- пара, не имеющая отношения к армянскому. Это классический catastrophic forgetting: дообучение на одном языке разрушает кроссязыковое выравнивание, выученное при мультиязычном предобучении.

4. Провал коммерческих API на армянском

Детальная разбивка для OpenAI:

EN-RU: 0,544 (alignment) / 0,894 (R@1) -- дискриминация на EN-RU отличная
EN-HY: 0,216 / 0,210 -- шум по обеим метрикам
RU-HY: 0,267 / 0,210 -- шум по обеим метрикам

Примечательно: OpenAI набирает лучший в бенчмарке R@1 EN-RU (0,894), но проваливается на любой паре с армянским. Модель не обучалась на достаточном количестве армянского текста. Армянский алфавит -- не латиница и не кириллица, токенизатор разбивает армянские слова на множество мелких фрагментов, теряя семантику.

Cohere v4 (2025) vs v3 (2023): 0,472 vs 0,749 (alignment), 0,556 vs 0,731 (R@1) -- регрессия на нашей задаче по обеим метрикам. Обновление модели ухудшило поддержку малоресурсных языков.

5. Tokenizer fertility: почему коммерческие API проваливаются

Ключ к пониманию -- в токенизаторе. Мы токенизировали 5 параллельных EPG-заголовков (EN/RU/HY) двумя токенизаторами и усреднили результаты.

Мультиязычные токенизаторы (SentencePiece в e5/bge-m3, WordPiece в LaBSE -- оба с большим мультиязычным словарём):

Средний HY/EN ratio: ~2x -- армянский лишь вдвое "дороже" английского
Средний RU/EN ratio: ~1.6x
Пример: ֆ/ֆ Արարատի գաղտնիքը -> 6 токенов (▁ֆ, /, ֆ, ▁Արարատի, ▁գաղտնի, քը)

OpenAI cl100k_base (byte-level BPE, используется в text-embedding-3-large):

Средний HY/EN ratio: ~10x. Из 100 277 токенов словаря cl100k_base ни один не декодируется в UTF-8 строку с армянскими символами (U+0530-U+058F, лигатуры U+FB00-U+FB17). На нашей выборке армянский токенизируется строго побайтово (tok/byte = 1.00)
Средний RU/EN ratio: ~2.9x
Пример: ֆ/ֆ Արարատի գաղտնիքը -> 37 токенов = 37 UTF-8 байт, каждый токен -- 1 байт

Разница между токенизаторами -- в 5 раз (2x vs 10x). Rust et al. (2021) показали, что сильная переразбивка на субтокены (высокая fertility / over-segmentation) ухудшает качество, и токенизатор по важности сопоставим с объёмом обучающих данных. Мультиязычные SentencePiece/WordPiece-модели обучены на больших мультиязычных корпусах и содержат армянские субслова в словаре. В cl100k_base (OpenAI) армянских мержей нет -- текст разбивается побайтово (tok/byte = 1.00). Не все коммерческие API используют такой токенизатор: например, Jina v3 работает через XLM-RoBERTa и токенизирует армянский наравне с локальными моделями - что отражается на качестве: Jina v3 = 0,851, тогда как OpenAI text-embedding-3-large = 0,342 на той же метрике.

Побайтовая токенизация коррелирует с низким качеством эмбеддингов: модель получает в 10 раз больше токенов на тот же семантический вход, и каждый токен несёт минимум информации. Это не единственный фактор (объём армянского текста в обучающих данных тоже играет роль), но fertility объясняет, почему проблема системная, а не случайная.

И ещё один аспект: коммерческие API тарифицируют по токенам. Армянский текст обходится в ~10x дороже английского -- вы платите больше за худшее качество.

6. Потребление памяти

Для продуктового деплоя важен не только с/текст, но и потребление RAM. В prod мы используем NVIDIA RTX 4000 Ada с 20GB VRAM.

Модель	Параметры	RAM (inference)
`multilingual-e5-base`	278M	~1.1 GB
`multilingual-e5-large`	560M	~2.2 GB
`bge-m3`	568M	~2.3 GB
`LaBSE`	471M	~1.9 GB

Все перечисленные encoder-модели укладываются в 20 GB VRAM.

7. FlagEmbedding vs SentenceTransformers

Один и тот же чекпойнт BAAI/bge-m3 через разные бэкенды:

SentenceTransformers (fp32): 13 мс/текст
FlagEmbedding (fp16): 11 мс/текст (на 15% быстрее)

В нашем бенчмарке метрики качества совпали до округления (cross-lang 0,677, все подметрики идентичны). Часть ускорения объясняется fp16 -- сравнение не строго изолирует runtime от precision. Тем не менее при сопоставимом качестве FlagEmbedding -- практичный выбор для продакшна:

# SentenceTransformers (fp32): ~13 мс/текст
from sentence_transformers import SentenceTransformer
model = SentenceTransformer("BAAI/bge-m3")
embeddings = model.encode(texts, normalize_embeddings=True)

# FlagEmbedding (fp16): ~11 мс/текст -- тот же checkpoint, другой runtime + fp16
import numpy as np
from FlagEmbedding import BGEM3FlagModel
model = BGEM3FlagModel("BAAI/bge-m3", use_fp16=True)
embeddings = model.encode(texts)["dense_vecs"]
embeddings = embeddings / np.linalg.norm(embeddings, axis=1, keepdims=True)

8. Jina v3: task-адаптер решает всё

Jina v3 использует task-специфичные LoRA-адаптеры -- один и тот же чекпойнт jinaai/jina-embeddings-v3 даёт радикально разные результаты в зависимости от того, активирован ли адаптер.

В ранней версии бенчмарка API-бэкенд передавал task: "retrieval.passage", а локальный ST-бэкенд -- нет. Результат: 0,851 vs 0,705 (разница 0,146). Это был артефакт конфигурации, не баг модели.

После исправления (добавление prompt_name="retrieval.passage" в model.encode()) оба бэкенда используют один и тот же адаптер. Alignment-скор вырос с 0,705 до 0,811 (разрыв сократился с 0,146 до 0,040). Остаточная разница может быть связана с precision (fp32 vs API) и различиями в tokenization.

# API -- task передаётся в JSON payload
payload = {"input": texts, "model": "jina-embeddings-v3", "task": "retrieval.passage"}

# Локальный ST -- prompt_name активирует тот же LoRA-адаптер
model = SentenceTransformer("jinaai/jina-embeddings-v3", trust_remote_code=True)
embeddings = model.encode(texts, prompt_name="retrieval.passage")

Вывод: для моделей с task-адаптерами (Jina v3, и аналогичных) обязательно указывайте task/prompt_name -- иначе вы тестируете базовую модель без адаптера и получаете заниженные результаты.

9. Стабильность ранжирования

Ранговая корреляция между 7 рукописными триплетами и полным набором из 245 -- Spearman ρ = 0,80. Топ-2 (семейство multilingual-e5) стабильно, но в середине таблицы есть значимые перестановки: bge-m3 упал с 9-го на 16-е место, LaBSE -- с 5-го на 8-е. 7 примеров достаточно для грубого скрининга, но не для окончательных выводов.

Тест устойчивости к сокращениям

Отдельный эксперимент: 783 пары "чистое название" vs "сокращение + название":

"Тайна Арарата"    --> embed_1
"к/ф Тайна Арарата" --> embed_2
score = cos(embed_1, embed_2)

Идеальная модель даёт 1.0 (сокращение не меняет вектор). Реальные результаты:

Модель	Устойчивость
`e5-large`*	0,969
`ml-e5-base`	0,948
`jina-v3 (local)`	0,944
`ml-e5-large`	0,940
`e5-large-v2`	0,920
`embed-multilingual-v3.0`	0,911
...
`distiluse`	0,749
`embed-v4.0`	0,695

* Для монолингвальных моделей (e5-large, e5-large-v2) высокий балл -- артефакт: они маппят весь нелатинский текст в один плотный кластер, поэтому cos(текст, префикс+текст) ~ 1.0 тривиально. Их R@1 = 0,12-0,16.

Устойчивость к сокращениям

Рис. 5. Устойчивость к сокращениям (RU и HY). Cosine между "Название" и "к/ф Название" -- идеал 1,0. Cohere v4 показывает худший результат (0,695).

Приоритет	Модель	Cross-lang	MRR	Обоснование
Best retrieval	`LaBSE`	0,746	0,864	#1 по R@1 и MRR, contrastive training
Баланс	`multilingual-e5-large`	0,863	0,837	#1 по alignment, #2 по MRR
Компактный	`multilingual-e5-base`	0,861	0,794	278M параметров, 768d
API	`jina-embeddings-v3`	0,851	0,791	Без локального деплоя

Воспроизведство

pip install -r requirements.txt
python benchmark.py --api st --model intfloat/multilingual-e5-base
./run_benchmark.sh  # Полный прогон

Всё открыто: код, данные, результаты. MIT.

Выводы

Alignment != Retrieval. Рейтинги по alignment и retrieval перетасовываются: e5-large-v2 -- #5 по alignment, #17 по MRR; LaBSE -- #8 по alignment, #1 по MRR. Всегда измеряйте обе стороны.
Монолингвальные модели -- ловушка. e5-large и e5-large-v2 маппят нелатинский текст в один кластер: cosine высокий, но R@1 = 0,12-0,16. Красивая цифра alignment скрывает нулевую дискриминацию.
Лучшие бесплатные превосходят платные -- мультиязычные модели (LaBSE, multilingual-e5-large, armenian-text-embeddings-1, bge-m3) лидируют по retrieval. Jina API (MRR 0,791) конкурентоспособен. Флагманы OpenAI и Cohere v4 -- в хвосте по армянским парам.
Новее не значит лучше. Cohere v4 хуже v3 на армянском по обеим метрикам. Обновлённые версии моделей могут регрессировать.
Малая выборка достаточна только для грубого скрининга -- 7 триплетов дали ранговую корреляцию ρ = 0,80 с полным набором из 245. Для уверенности в середине таблицы нужен больший dataset.
Препроцессинг сокращений -- низко висящий фрукт. Раскрытие к/ф в "художественный фильм" перед эмбеддингом должно улучшить все модели.
Напишите статью о своём бенчмарке. При подготовке этого текста обнаружились пробелы в методологии: некорректное включение instruct-модели для симметричной задачи, расхождение API vs локальный запуск Jina из-за task-адаптера. Добавление R@1/MRR полностью перетасовало рейтинг и изменило рекомендации. Оформление результатов в статью -- дешёвый способ peer review до публикации.

Бенчмарк, датасет и код: https://github.com/s1mb1o/epg-embedding-benchmark. Лицензия MIT.

Разработано при создании рекомендательной системы для IPTV/OTT-платформы с мультиязычным EPG.

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10 мар. 2026 г.

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If a binary options broker closes your account and confiscates your profits, do not accept their explanation. Demand a full audit of your trade history. Most brokers cannot justify their actions when challenged by professionals. ExpertOption stole €6,200 from me claiming "abnormal activity." FundsRetriever audited my trades, proved they were legitimate, and threatened legal action. The broker paid within 10 days. Do not let them intimidate you. Get professional help. Contact [email protected], WhatsApp +1(603)5121(448) or Telegram FUNDSRETRIEVER.
15.06.26 14:25 Evan Garrison

Cloud mining contracts are almost always too good to be true. I learned that the hard way with MineMax. First two months, small daily payouts. Then "maintenance fees" ate everything. Then my account was frozen. Then the website disappeared. I was heartbroken. FundsRetriever traced my payments through three shell companies to a real bank account. They froze it and got my €11,000 back. Recovery is possible even from complex scams. Contact [email protected], WhatsApp +1(603)5121(448) or Telegram FUNDSRETRIEVER.
15.06.26 14:26 Ewaguz

That 100% deposit bonus looks tempting, doesn't it? I took it. Big mistake. When I tried to withdraw my €4,500, Olymp Trade demanded I trade 50 times the bonus amount. Impossible by design. My money was trapped. FundsRetriever reviewed the terms and found they violated consumer protection laws in my country. They negotiated directly with Olymp Trade's legal team. Within a week, my funds were released. My advice? Never accept bonuses. But if you're already trapped, call [email protected], WhatsApp +1(603)5121(448) or Telegram FUNDSRETRIEVER.
15.06.26 16:34 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
15.06.26 16:34 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
15.06.26 16:41 Louane Mercier

It is crucial to act quickly and consult a reputable, experienced recovery specialist who will support you throughout the entire recovery process. You must provide them with transaction evidence, scammer information, and any other relevant details that could aid the investigation. With this data, the experts can trace and attempt to recover your funds from the scammers' concealed accounts or wallets. R£sQprofirm company offers recovery assistance with no upfront fees. Contact them via Telegram (@ResQprofirm), WhatsApp (+19852969146), or email ([email protected]).
15.06.26 16:45 Andrés Montero

I’m open about my experience with Bitcoin investment and losing money to scammers. That said, it is possible to recover stolen Bitcoin. I used to think recovery was impossible because that’s what I had been told. But last October, I fell for a forex scam promising extremely high returns and ended up losing nearly $87,600. After searching for help for a month, I came across a Reddit article about recovering stolen cryptocurrency. I reached out to the contact provided: [email protected] and WhatsApp +19852969146. I was scared and skeptical, having heard many bad stories, but I decided to give them a try. To my amazement, I got all my stolen Bitcoin back within a very short time. I’m not sure if I’m allowed to post links here, but you can reach out to them if you also need help.
15.06.26 16:48 Olivia Sørensen

Several months ago, investing in Bitcoin proved to be one of my most lucrative endeavors. I achieved considerable profits across multiple platforms and felt a strong sense of accomplishment. Unfortunately, the situation deteriorated when I inadvertently engaged with a fraudulent Bitcoin platform. This entity swindled me out of $92,000 USD, refused to honor my withdrawal requests, and persistently demanded further deposits. Fortunately, I encountered (R£SQPRO FIRM) online. After reporting my case to them, they acted promptly and effectively recovered my lost Bitcoin. I am sincerely grateful for their professionalism and continuous assistance. Contact: ResQprofirm AT aol.com, Telegram @resqprofirm, WhatsApp +1 9 8 5 2 9 6 9 1 4 6.
15.06.26 16:51 Viljar Yohannes

I'm willing to share my experience with Bitcoin investment and losing money to scammers. But yes, recovering stolen Bitcoin is possible. I never believed in Bitcoin recovery myself, because I was told it couldn't be done. Then, last October, I fell for a forex scam that promised unrealistically high returns, and I ended up losing nearly $70,000. I searched for help for about a month until I finally found a Reddit article about recovering stolen cryptocurrency. I reached out to the contact mentioned: [RESQPROFIRM [at] AOL DOT com] and [WhatsApp +19852969146]. I was scared and skeptical because I'd heard horror stories, but I decided to give them a try. To my surprise, I got all my stolen Bitcoin back from the scammers in a very short time. I'm not sure if I'm allowed to post links here, but you can contact them if you need help too.
15.06.26 16:58 Guimar da Rosa

Withdrawal troubles shouldn’t stress you out. I faced a similar problem, and this firm stepped in and recovered my funds. Their support truly mattered. Contact them: [ResQProFirm @aol.com] telegram @resqprofirm, WhatsApp: <+198> <5296> <9146>.
15.06.26 17:03 Andrea Escalante

If withdrawals keep getting denied, stay calm. I went through the same, and this firm helped me recover everything. Their assistance was outstanding. Contact: [[email protected]], Telegram: ResQprofirm, WhatsApp: <+198> <5296> <9146>. Withdrawal troubles shouldn’t
16.06.26 11:40 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
16.06.26 11:43 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
16.06.26 13:37 Felix Steve

MY CRYPTO WAS STOLEN – HERE'S HOW I GOT IT BACK I'm Felix Steve from Canada, and I lost $115,000 USDC to a fraudulent broker who locked me out of my wallet. After sleepless nights, a friend told me about RESQPROFIRM Recovery Service. I sent them my wallet addresses, transaction history, and chat logs. Their team used blockchain tracking to trace the stolen funds, identified the scammer's wallet, and froze the assets before they could be moved. Within 24 hours, most of my crypto was recovered. I can't thank them enough. If you need help, reach out via WhatsApp: +19852969146, email: [email protected], or TG: @resqprofirm.
16.06.26 13:45 Wills ben

SUCCESSFUL CRYPTO SCAM RECOVERY – HOW I REGAINED ACCESS TO MY LOST WALLET My name is Felix Steve, and I'm from Canada. I'm sharing my story to help others who have fallen victim to crypto fraud. A few months ago, I was lured into a fake investment scheme promoted by a broker company. With Bitcoin prices climbing, I invested heavily—only to lose $115,000 USDC when the broker locked me out of my wallet and assets. It was a harrowing experience that left me sleepless and desperate. Crypto scams are on the rise, often involving bogus trading platforms, phishing, and misleading promises. In my search for help, a fellow crypto enthusiast recommended RESQPROFIRM Recovery Service, which specializes in recovering lost or stolen funds. After checking their reviews, I reached out and supplied all the evidence—wallet addresses, transaction records, and communication logs. Their team responded immediately and launched an investigation. Using advanced blockchain tracking, they traced the stolen funds, pinpointed the scammer's wallet, and worked with authorities to freeze the assets in time. Remarkably, within just 24 hours, RESQPROFIRM recovered the bulk of my stolen crypto. I was overwhelmed with relief and gratitude. Their professionalism, transparency, and steady communication made all the difference during a very dark period. If you've been scammed, I wholeheartedly recommend contacting them via WhatsApp: +19852969146, email: [email protected], or Telegram: @resqprofirm.
18.06.26 13:31 Noemi Bernard

I never expected such outstanding results. The outcome far exceeded my expectations, and I am extremely satisfied with the successful recovery of my stolen funds totaling $49,360 from my blockchain wallet. I hold this team in the highest regard. Without a doubt, they are among the most dedicated professionals in the field of fund recovery. Keep up the exceptional work! Email: [email protected] WhatsApp: +1 985 296 9146
18.06.26 13:35 Carter Morris

My experience improved significantly thanks to ResQprofirm's expert assistance and attentive customer care. Their professionalism was evident every step of the way they were able to track and recover my stolen crypto $88,360, email: [email protected], WhatsApp +19852969146.
18.06.26 13:40 Kuybida Andriyiv

I recovered my $232,000 refund through the assistance of [email protected] and WhatsApp +19852969146. Their guidance was very helpful.
20.06.26 14:57 michaeldavenport218

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
20.06.26 14:57 michaeldavenport218

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
21.06.26 11:09 Maurizio Rolland

I would like to express my sincere appreciation to RESQPRO FIRM for their outstanding assistance in helping victims of online fraud. Many scammers deceive investors by blocking withdrawals and continuously demanding additional deposits, making the loss of hard-earned funds a painful experience. Fortunately, RESQPRO FIRM provides support to individuals seeking to recover funds lost to fraudulent online schemes. Contact: Email: RESQPRO FIRM at Gmail Telegram: RESQPROFIRM, [email protected], WhatsApp: +1 985 296 9146
21.06.26 11:13 Buse Fahri

It is important for more people to stand together in the fight against online fraud. Those who target innocent individuals especially vulnerable people such as seniors should be held fully accountable for their actions. Every effort to raise awareness and support victims makes a meaningful difference. The team at RESQPRO FIRM is committed to helping expose fraudulent schemes and assisting those affected by online scams. Their dedication, persistence, and passion for protecting victims are truly commendable. I sincerely appreciate the hard work and commitment shown toward this mission. Together, we can continue to educate others, support victims, and work toward a safer online environment for everyone. Contact Information: Telegram: RESQPROFIRM WhatsApp: +1 985 296 9146 Email: [email protected], [email protected]
21.06.26 11:16 علیرضا گلشن

The successful recovery of my stolen funds, totaling $1,310,000, would not have been possible without your unwavering support, dedication, and tireless efforts. I am truly grateful for the opportunity to work with such a skilled and professional team. From the very beginning, I had confidence in your ability to handle this challenging situation, and you exceeded my expectations by delivering remarkable results. Your expertise, persistence, and commitment throughout the process were exceptional. I encourage you to continue maintaining the high standards of professionalism and excellence that distinguish your work. You exemplify the qualities of a trustworthy, dedicated, and hardworking professional, and your efforts deserve sincere recognition and appreciation. Contact: Email: [email protected], [email protected], Telegram: Resqprofirm WhatsApp: +1 985 296 9146
22.06.26 21:51 kimberlyhebert786

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684
22.06.26 21:51 kimberlyhebert786

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684
24.06.26 01:25 Fraddy Pual

I never thought it would happen to me—but I lost $256,100 in Bitcoin through a shady investment deal. I was shattered, panicked, and convinced my savings were gone forever. Just when I was about to give up, I stumbled upon reviews for FUNDSRETRIEVER, a cyber recovery team with a solid reputation. I decided to give it a shot, and to my absolute shock, they recovered every single cent in record time. Working with them was a lifesaver. If you've been tricked by fake investment platforms, don't lose hope—FUNDSRETRIEVER can help. Contact them here: Email: [email protected] | WhatsApp: +1603512144 8| Telegram: @Fundsretriever
24.06.26 01:27 Fraddy Pual

I never thought it would happen to me—but I lost $256,100 in Bitcoin through a shady investment deal. I was shattered, panicked, and convinced my savings were gone forever. Just when I was about to give up, I stumbled upon reviews for FUNDSRETRIEVER, a cyber recovery team with a solid reputation. I decided to give it a shot, and to my absolute shock, they recovered every single cent in record time. Working with them was a lifesaver. If you've been tricked by fake investment platforms, don't lose hope—FUNDSRETRIEVER can help. Contact them here: Email: [email protected] | WhatsApp: +16035121448 | Telegram: @Fundsretriever
24.06.26 01:28 Fraddy Pual

I never thought it would happen to me—but I lost $256,100 in Bitcoin through a shady investment deal. I was shattered, panicked, and convinced my savings were gone forever. Just when I was about to give up, I stumbled upon reviews for FUNDSRETRIEVER, a cyber recovery team with a solid reputation. I decided to give it a shot, and to my absolute shock, they recovered every single cent in record time. Working with them was a lifesaver. If you've been tricked by fake investment platforms, don't lose hope—FUNDSRETRIEVER can help. Contact them here: Email: [email protected] | WhatsApp: +16035121448 | Telegram: @Fundsretriever.
24.06.26 01:58 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
24.06.26 01:58 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
24.06.26 14:16 Universina da Mota

Becoming a victim of an investment scam is never anyone's intention it often happens because fraudsters exploit trust and a lack of awareness. I would like to express my sincere gratitude to the dedicated team at ResQpro for their professionalism and commitment to helping victims of online investment fraud. Their efforts in assisting individuals with the recovery of stolen assets and holding scammers accountable are truly commendable. If you need assistance or would like to learn more, you can contact them through: Email: [email protected] Alternative Email: [email protected] Telegram: @ResQprofirm WhatsApp: +1 (985) 296-9146
24.06.26 14:21 Elizabeth Thompson

If you believe you have been the victim of an investment scam, it is important to act promptly and gather all relevant information. Keep records of transaction receipts, wallet addresses, communication logs, account details, and any other evidence related to the incident. Providing accurate documentation can help investigators, financial institutions, legal professionals, or recovery specialists review your case and determine what options may be available. Be cautious of anyone who guarantees the recovery of lost funds or requests large upfront payments. For additional information, you may contact: Email: [email protected] Telegram: @ResQprofirm WhatsApp: +1 (985) 296-9146
24.06.26 15:33 Júlia Castro

If you have fallen victim to an investment scam, it is important to act quickly and gather all available evidence related to the incident. This may include transaction records, wallet addresses, screenshots of conversations, emails, account details, and any information connected to the individuals or entities involved. Having complete documentation can help professionals assess your situation and explore possible recovery options. Always exercise caution when seeking assistance and carefully verify the credentials of any service provider before proceeding. For further information, you may contact: Email: [email protected] Telegram: @ResQprofirm WhatsApp: +1 (985) 296-9146
24.06.26 22:01 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
24.06.26 22:01 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
25.06.26 21:13 Emilie Safi

A fraudulent investment scheme operated by BTCMining.limited functions as a fake return scam. In this setup, scammers lure victims with false promises of high returns. Through manipulative tactics, they gain individuals' trust and convince them to invest, ultimately leading to financial loss. If you have ever faced a cyber threat or fallen victim to an online crypto scam and need to reach the authorities, I recommend contacting [email protected], [email protected], WhatsApp +19852969146, telegram @resqprofirm. They are a legitimate team that helps victims of online crypto scams using advanced tools.
25.06.26 21:25 Emilie Safi

So I ended up losing $38,000 to this platform. At first, they kept asking me to put in more money so I could get into my portfolio. I did that, but then they wouldn’t let me withdraw anything—just kept asking for more deposits. It got way too suspicious, so I stopped. I found this company called ResQProfirm on Google and told them what happened. They got in touch, asked me to walk them through everything, and I gave them all the proof I had. They did an amazing job tracking down my money and getting it back. Big thanks to them at [email protected] and on WhatsApp at +19852969146. Please be careful out there and always research before investing.
26.06.26 01:04 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
26.06.26 01:04 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
26.06.26 02:48 Miriam Rocha

I trusted this platform with $120,000 of my hard-earned money. Then they started asking for more deposits just so I could access my own portfolio. I paid, but every withdrawal request was denied. They kept pushing for more money. I finally stopped it just felt wrong. Desperate, I found ResQProfirm on Google. They didn't just hear me out; they truly listened. I shared all my proof, and they launched an investigation. Thanks to their hard work, they tracked and returned my funds. From the bottom of my heart, thank you to [email protected] and their WhatsApp +19852969146. Please stay safe and always verify a platform before investing
26.06.26 02:52 Miško Bakić

I got my $232,000 refund thanks to [email protected] and WhatsApp +19852969146. Highly recommended for anyone in a similar situation.
26.06.26 02:56 Asunción Herrera

A recovery of $48,330 was facilitated by [email protected]. Individuals who have experienced financial fraud may consider contacting this service.
26.06.26 15:05 Riley Stephens

If withdrawals keep getting denied, stay calm. I went through the same, and this firm helped me recover everything. Their assistance was outstanding. Contact: [ResQProFirm @Gmail|•|com], Telegram: ResQprofirm, WhatsApp: <+198> <5296> <9146>.
26.06.26 15:09 Antonio Riley

Withdrawal troubles shouldn’t stress you out. I faced a similar problem, and this firm stepped in and recovered my funds. Their support truly mattered. Contact them: [[email protected], ResQprofirm @aol.com], Telegram: ResQprofirm, WhatsApp: +19852969146.
28.06.26 00:37 kimberlyhebertt673

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28.06.26 00:37 kimberlyhebertt673

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29.06.26 11:57 Lisadonato0726

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29.06.26 22:37 riley777

Back in 2025, I watched my life savings vanish. A thief took every cent. I felt desperate and went looking for a way to get it back. I found a guy here who said he was an expert haha. He talked about special software that could find my missing cash. I trusted him. That was a big mistake. He was just another scammer. I paid him a software fee and then he just stopped answering my texts and ran off with my money too. I felt so ashamed that I kept quiet about it for months. It is hard to admit you got fooled twice. Later on, I found a real pro. she did not use a fancy sales pitch. she just looked at the trans screenshots and followed the path the money took. she worked fast and got my funds back into my account. Having that money back changed everything. I can sleep again. her info; [email protected]. Call/chatroom on Whtasapp/ +44 7476618364.
30.06.26 15:08 wendytaylor015

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30.06.26 15:08 wendytaylor015

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02.07.26 01:22 Lieneke Bonnema

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04.07.26 15:32 Fraddy Pual

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05.07.26 14:44 lydiassmith567

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05.07.26 14:44 lydiassmith567

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06.07.26 16:20 Olga Ognjanović

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06.07.26 16:31 Joseph Weigl

Invest wisely and stay cautious. Don't be influenced by promises of unusually high returns or convincing sales pitches from brokers. I learned this the hard way after falling victim to an investment scam that promised huge profits. Fortunately, I acted quickly and reported the incident to a recovery firm for assistance. Contact: Email: [email protected] Telegram: @Resqprofirm WhatsApp: +1 985 296 9146
06.07.26 16:33 Jaran Løvlien

A heartfelt thank you to RESQPRO FIRM for their commitment and professionalism throughout the investigation of my case. Their team worked diligently and helped recover assets valued at $88,000, which were returned to my wallet. I truly appreciate their support, clear communication, and dedication, and I'm grateful for the assistance I received. Contact: Email: [email protected] Telegram: @Resqprofirm WhatsApp: +1 985 296 9146
07.07.26 18:00 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
07.07.26 18:01 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
09.07.26 19:06 Toivo Walli

I lost 8.56btc to a fake Bitcoin mining site, I tried withdrawing but couldn't approved my process, I reported to !R£SQPROFIRM! via °R£SQproFirm°àt°gmail•com° °tEL£°gram=R£SQprofirm °whaT°Zap+198°52°96°91°46
09.07.26 19:10 Misty Alexander

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12.07.26 03:30 Kora Baltacha

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12.07.26 03:33 Pahal Mathew

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13.07.26 23:49 [email protected]

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15.07.26 11:53 Sarah Green

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16.07.26 21:38 patricialovick86

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16.07.26 21:38 patricialovick86

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17.07.26 20:12 martinsjude080

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18.07.26 17:12 Malthe Larsen

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18.07.26 17:42 پریا رضایی

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18.07.26 23:51 bernalzenaida

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19.07.26 04:10 Fraddy Pual

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19.07.26 19:53 kimberlyhebertt6877

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19.07.26 19:53 kimberlyhebertt6877

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19.07.26 19:54 kimberlyhebertt6877

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