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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
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
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
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
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
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).


Рекомендации

Для продакшна EN+RU+HY

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

Чего избегать

  • e5-large-v2, e5-large -- монолингвальные ловушки: alignment 0,78/0,76, но R@1 = 0,16/0,12. Маппят нелатинский текст в один кластер

  • all-MiniLM-L6-v2 -- только для английского (R@1 = 0,03)

  • OpenAI text-embedding-3-large -- отличный EN-RU R@1 (0,894), но армянский на уровне шума (R@1 EN-HY = 0,210)

  • Cohere embed-v4.0 -- регрессия vs v3 по обеим метрикам


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

  1. 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.

  2. 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.

  3. 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.

  4. Новее не значит лучше. Cohere v4 хуже v3 на армянском по обеим метрикам. Обновлённые версии моделей могут регрессировать.

  5. 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.

  6. Препроцессинг сокращений -- низко висящий фрукт. Раскрытие к/ф в "художественный фильм" перед эмбеддингом должно улучшить все модели.

  7. 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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    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

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  • 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

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  • 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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  • 02.07.26 01:26 Clara Morin

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  • 04.07.26 15:32 Fraddy Pual

    There are few companies I trust as much as FUNDSRETRIEVER. When I lost $653,000 in Ethereum to a ruthless scam, I thought my life would never be the same. The betrayal cut deep, but I refused to give up. I searched tirelessly for a legitimate way to recover what was stolen, and finally found FUNDSRETRIEVER—the most competent and compassionate recovery team I could have imagined. They handled my case with precision and care, and in the end, my entire ETH wallet was restored. More than the money, they gave me back my hope and happiness. I'm sharing my story because I want others to know that recovery is possible. If a scam has taken from you, don't hesitate—contact FUNDSRETRIEVER today. Email: FUNDSRETRIEVER1@ Gmail.com | WhatsApp: +1 603-512-1448 | Telegram: @FUNDSRETRIEVER

  • 05.07.26 14:44 lydiassmith567

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  • 05.07.26 14:44 lydiassmith567

    HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/Text: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 06.07.26 16:20 Olga Ognjanović

    Having trouble withdrawing funds from an investment platform? ResQprofirm provides fund recovery assistance for individuals seeking help with investment-related disputes. I reached out to them after experiencing problems with an investment platform, and I appreciated their professionalism and support throughout the process. If you're facing a similar situation, act promptly, keep records of your transactions and communications, and seek assistance from a qualified recovery service or the appropriate authorities. Contact: Email: [email protected] Telegram: @ResQprofirm WhatsApp: +1 985 296 9146

  • 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

    Ongoing messages demanding more money before approving withdrawals are a major red flag. Stop engaging and report the incident to a trusted re­covery team. For professional support, you can contact R£sQprofirm using °ResQproFirm°àt°g,*ma'il(•)¢m°, TEL£gram ResQprofirm, or |whaTZap| +1-985-296-9146.

  • 09.07.26 19:13 Clara Soto

    Anyone receiving continued requests for additional deposits from a scam platform should immediately cut off communication and submit the case to a reputable re­covery service for investigation. R£sQprofirm is a dependable firm you can reach at °ResQproFirm°àt°g,*ma'il(•)¢om°, TEL£gram ResQprofirm, or |whaTZap| +1-985-296-9146.

  • 12.07.26 03:30 Kora Baltacha

    Time is critical. Act now by reaching out to a reputable, seasoned recovery specialist who will guide you every step of the way. You'll need to submit transaction proof, scammer details, and any other useful information. Armed with this, the experts can trace and attempt to pull your money back from the scammers' hidden accounts or wallets. Best of all, R£sQprofirm provides recovery help without charging any upfront fees. Contact them immediately via Telegram @ResQprofirm, WhatsApp +19852969146, or email [email protected].

  • 12.07.26 03:33 Pahal Mathew

    It's important to move proactively by engaging an experienced recovery specialist. They will assist you throughout the process. To help them, provide: · Transaction evidence · Scammer information · Any additional relevant details The experts will then track and try to retrieve your funds from the scammers' hidden accounts or wallets. R£sQprofirm offers recovery assistance with no upfront fees. Contact: Telegram: @ResQprofirm WhatsApp: +19852969146 Email: [email protected]

  • 13.07.26 23:49 [email protected]

    One of the biggest concerns I have about cryptocurrency is the lack of regulation. It creates opportunities for scammers to invent convincing stories and fraudulent investment schemes. Unfortunately, some social media platforms continue to display these ads because they profit from them, even after users report them.I personally clicked on a Facebook advertisement for a company called Chickenfastmining and ended up losing more than $120,000 in a scam. I reported the ad, but nothing was done. Later, through a Reddit community, I found a recovery service called CYBERBERSPY that, in my personal experience, they helped me recover $110,000 of my lost funds. If you've been a victim of a cryptocurrency scam, don't lose hope. Explore your options carefully, and always verify the legitimacy of any recovery service before trusting them or paying any fees. Based on my own experience, CYBERBERSPY was helpful to me and i was able to recover my funds back, but I encourage everyone to do their own research before using any recovery service.i highly recommend: ([email protected])

  • 15.07.26 11:53 Sarah Green

    Thank you for showing that success is possible regardless of where someone starts. Your encouragement, valuable advice, and continuous support have inspired me throughout my $160,457k crypto investment recovery journey. I truly appreciate your kindness and dedication. Resqprofirm @gmail.com Telegram: Resqprofirm

  • 15.07.26 11:58 Lily Gagné

    I sincerely appreciate you for proving that anyone can overcome challenges and achieve success. Your unwavering support throughout my trading investment scam of $88,890 recovery journey has been truly inspiring, and your guidance and wisdom have meant a great deal to me. Thank you for everything ResQprofirm@ gmail.com, ResQprofirm on the telegram.

  • 16.07.26 21:38 patricialovick86

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  • 16.07.26 21:38 patricialovick86

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  • 04.08.26 11:05 Kisnoles

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  • 19.08.26 14:50 BAYER7043

    My account was locked, and I couldn’t access my own information until [email protected] +447476618364 whats?up? helped me recover it. This lady hacker was kind and professional, but this experience showed me how risky account lockouts can be. If you’re facing the same problem, do not panic consult her A. S. A. P. Be careful with recovery agents outchea, and research their name, business, and reviews before sharing any details. Never send passwords, security codes, banking information, or copies of your ID unless you’ve confirmed who you’re dealing with. Be wary of promises that sound too good to be true, especially claims that require little information or guarantee instant access with outrageous fees.

  • 20.08.26 11:32 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 WhatsApp Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 20.08.26 11:32 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 WhatsApp Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 23.08.26 20:02 leslieyee

    Excellent analysis by /dataviz! I was particularly struck by how strictly the order is defined: "data meaning first, color last" and how the validator actually adjusts the palette according to OKLCH, color blindness, and WCAG standards. These rules greatly improve the quality of charts. By the way, a similar approach to clean and legible charts is highly valued in trading—for example, on the ExpertOption platform, the interface and price visualization are designed to ensure information is read instantly and without unnecessary noise.

  • 25.08.26 13:44 lydiassmith567

    HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 25.08.26 13:44 lydiassmith567

    HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 30.08.26 15:37 [email protected]

    Discovering I had been defrauded, I searched online for services claiming to recover stolen ETH. I contacted several companies, but none succeeded. Although some claimed they could trace assets or recover funds, I could not verify their success or recover my money. I later found SYLVESTER BRYANT Recovery through Google. After contacting him, he recovered 450,000,00. He can be reached at [email protected] or WhatsApp at +1 512 577 7957.

  • 30.08.26 15:37 [email protected]

    Discovering I had been defrauded, I searched online for services claiming to recover stolen ETH. I contacted several companies, but none succeeded. Although some claimed they could trace assets or recover funds, I could not verify their success or recover my money. I later found SYLVESTER BRYANT Recovery through Google. After contacting him, he recovered 450,000,00. He can be reached at [email protected] or WhatsApp at +1 512 577 7957.

  • 01.09.26 11:16 lisawerth897

    My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684

  • 01.09.26 11:16 lisawerth897

    My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684

  • 01.09.26 17:34 Garry42

    Really crazy world. These fraudsters go at any length to steal your hard earned funds. I have been a victim of a bitcoin scam about 7 months back. A Con artist gained access to my cashapp account through a phishing scam. They stole $409,000. I was really devastated. I did everything to get back my funds by contacting the FBI but they claimed there was nothing they could do. A friend told me about a recovery expert. He helps fight against various phishing and investment scams and they were able to help trace and recover my funds even though it took over 2 days. you can reach out to him through recoverydarek@gmail. com . I can guarantee his services are still active.

  • 01.09.26 17:34 Garry42

    Really crazy world. These fraudsters go at any length to steal your hard earned funds. I have been a victim of a bitcoin scam about 7 months back. A Con artist gained access to my cashapp account through a phishing scam. They stole $409,000. I was really devastated. I did everything to get back my funds by contacting the FBI but they claimed there was nothing they could do. A friend told me about a recovery expert. He helps fight against various phishing and investment scams and they were able to help trace and recover my funds even though it took over 2 days. you can reach out to him through recoverydarek@gmail. com . I can guarantee his services are still active.

  • 02.09.26 03:43 kimberlyhebertt6877

    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] WhatsApp/Text Number: +1 (336) 390-6684

  • 02.09.26 03:43 kimberlyhebertt6877

    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] WhatsApp/Text Number: +1 (336) 390-6684

  • 04.09.26 21:51 Kovengray

    Recovering your lost investment funds as the case might be, is not what you can do alone, you’d require the service of a trained recovery specialist. A recovery specialist is a person or a group of people who are well equipped to work around the brokerage network. They have vast knowledge about the whole network and have the right software and private keys to follow any transaction. I was ripped off trading online to an investment broker, good thing I got every penny back through the help of Gavin ray he’s a genius Contact : Gavinray78 at gmail com or WhatsApp +1 352 322 2096 It is also important to be patient and really calm during the process.

  • 05.09.26 21:38 [email protected]

    I invested 45,000  Euro, and later aggreviated to 198,000 Euro.  I requested  to place ‎Withdrawal of my funds to be paid to my Bank account. But nothing happened I was subjected to pay more fee until I can get my funds on my account, i got in touch with Theodore ryan here on this platform who had helped a lot of people, I followed all instructions and he legally got back my withheld funds, I got threatened by the company that if I don’t pay they will get my account frozen, all thanks to Theodore ryan and I highly recommend him to anyone dealing with an unregulated broker company… contact him on his Gmail - theodoreryan318@  gmail .  com

  • 09.09.26 21:31 lisawerth897

    My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684

  • 09.09.26 21:31 lisawerth897

    My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684

  • 09.09.26 23:22 Fraddy Pual

    Hearing that these individuals are focusing on other people makes me very sad. I had a similar situation with them and lost a lot of money, but after learning about (Cruxcipherteam @ proton DoT me), whataqq:+168160-15021, telegram: @Cruxcipherteam I was able to get my money back. It's critical that we all be watchful and keep reporting these occurrences.

  • 11.09.26 03:23 kimberlyhebertt6877

    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] WhatsApp/Text Number: +1 (336) 390-6684

  • 11.09.26 03:23 kimberlyhebertt6877

    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] WhatsApp/Text Number: +1 (336) 390-6684

  • 15.09.26 03:35 elioduncan

    I fell victim to a freelance web development contract scam that ultimately cost me CAD 4,000. It all started when I came across a job posting on Indeed Canada, a popular online job portal. The position seemed perfect: a freelance web developer role for an established company looking for someone to design and build a fully functional e-commerce website. The job promised a high payment of CAD 20,000 upon successful completion, which sounded like a great opportunity for me to gain experience and earn decent pay.The employer, who introduced himself as a project manager from a "well-known" tech company, was very persuasive and professional in our initial communication. He explained that the project involved developing a user-friendly, responsive online store for their client and that they had a strict timeline to meet. He assured me that the payment would be made promptly after completing the tasks. However, before starting the work, he told me that I would need to pay an upfront fee of CAD 4,000 to cover certain software tools and licensing fees required for the project. This was supposedly a part of their company policy for freelance contractors, ensuring access to their premium resources. The idea of working on a professional project, coupled with the promise of a substantial payout, convinced me to pay the upfront fee.As soon as I made the payment, the project manager became increasingly difficult to reach. He initially responded to my emails and provided some vague instructions on what the project would entail, but as time went on, communication slowed to a complete halt. I never received the required tools or any proper project details. My emails went unanswered, and any attempts to contact the company were met with silence. After waiting for weeks, I realized that I had been scammed.Desperate to recover my money, I turned to TechY Force Cyber Retrieval, a service that specializes in helping victims of online scams. They helped me track the payment and took legal steps to pursue the fraudsters. Through their guidance, I was able to recover the full CAD 4,000. TechY Force Cyber Retrieval worked with my bank to reverse the transaction and liaised with the authorities to trace the scammer's details.This was a hard lesson, and I now know to be highly cautious about online job offers that require upfront payments. It is crucial to research companies thoroughly and avoid any job that seems too good to be true, especially when it involves paying money upfront. WhatsApp https://wa.link/2x6ktp Mail. [email protected]

  • 15.09.26 15:45 lydiassmith567

    HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 15.09.26 15:45 lydiassmith567

    HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

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