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Топ LLM для задач text‑to‑SQL: результаты теста DeepSeek R1-0528, Gemini 2.5 Pro, o3 (и ещё трёх моделей)

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В первой части мы разобрали теорию text‑to‑SQL: как LLM заменяют разработчиков, почему RAG и CoT спасают от галлюцинаций и зачем Scale AI дообучает ChatGPT-4. Но теория неполна без практики! В этом материале — жёсткое тестирование моделей (ChatGPT o3-mini‑high, ChatGPT 4.1, Claude Sonnet 4, ChatGPT o3, Gemini 2.5 Pro, DeepSeek R1–0528) на бенчмарке LiveSQLBench.

6 моделей, 10 задач, сложность от ★★ до ★★★★★★★★★★. Проверим, как они считают лунные помехи, генерируют SQL для криптобирж и ищут артефакты в музеях.

N. B. Это, по сути, вторая часть статьи!

Часть 1. Она фокусируется на истории методик text‑to‑SQL, разных подходах к промтингу и онлайн‑сервисах.

Часть 2. Бенчмарки через крупные языковые модели.

gaming_5: ищем лучшие аудиоустройства

Сложность: ★★☆☆☆☆☆☆☆☆

Наша база данных — это как высокотехнологичный арсенал геймера, где каждая таблица хранит свои секреты.

TestSessions — основа, с данными о сессиях тестирования: от точного времени (StampMoment) до таких деталей, как уровень батареи или задержка клика. Для аудиоустройств есть AudioAndMedia, где собраны параметры вроде громкости, чувствительности микрофона и индекса качества звука AQI, который рассчитывается по формуле: AQI = (1 − ThdPct/2) × SpkSenseDb/100 × (1 − AudLatMs/100) × 10. Другие таблицы, такие как DeviceIdentity или Mechanical, добавляют информацию о брендах, долговечности и даже эргономике.

В этом тесте нужно не только найти нужные данные в AudioAndMedia, но и правильно посчитать AQI, ориентируясь на словарь знаний. Кто же из моделей проложит SQL‑маршрут без ошибок?

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Промт полностью.

o3-mini‑high
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4.1
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Claude
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o3
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Gemini
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DeepSeek
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DeepSeek и o3 выдали лучшие запросы, ловко реализуя формулу AQI и добавляя MakerName с ModNum для читаемости. DeepSeek добавил фильтр DevScope = 'Headset', что показывает внимание к контексту, но слегка избыточно, так как AudioAndMedia уже ограничивает выборку. o3 впечатлил подробными комментариями (как и Gemini), но обе модели дублируют формулу AQI в SELECT и WHERE, что неоптимально, и игнорируют NULL.

Claude и Gemini корректны, но проще: Claude предусмотрительно фильтрует NOT NULL, а Gemini приводит SpkSenseDb к REAL (что может быть необязательным, например, в PostgreSQL).

4.1 выделяется COALESCE для NULL‑провеки, но, как и другие, упускает столбец DevScope (тип устройства).

o3-mini‑high выдал минималистичный запрос без MakerName и ModNum, что снижает информативность.

DeepSeek и o3 лидируют за счет полноты и стиля, но оптимизация может показаться недостаточной.

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alien_3: лунные помехи под микроскопом

Сложность: ★★★☆☆☆☆☆☆☆

Наша база данных — это как бортовой журнал космического корабля. Таблица Observatories хранит данные об обсерваториях: от уникальных названий до фазы Луны (LunarStage), прозрачности атмосферы (AtmosTransparency) и углового расстояния до Луны (LunarDistDeg).

Таблицы вроде Signals и Telescopes дополняют картину информацией о сигналах и оборудовании, а словарь знаний раскрывает формулу lunar interference factor (LIF): (1 − LunarDistDeg ÷ 180) × (1 − AtmosTransparency). Этот показатель помогает понять, как Луна мешает наблюдениям, — чем он выше, тем сильнее помехи.

В этом тесте мы бросаем нейросетям вызов: проанализировать, как лунные помехи влияют на наблюдения в разных обсерваториях, и вычислить средний LIF для каждой, отсортировав их по убыванию. Задача не из простых — нужно правильно связать таблицы и применить формулу LIF. Справятся ли модели с этим космическим вызовом?

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Промт полностью.

o3-mini‑high
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4.1
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Claude
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o3
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Gemini
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DeepSeek
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Все модели правильно применили формулу LIF и сгруппировали данные по ObservStation.

o3 выделился, добавив фильтр NULL для LunarDistDeg и AtmosTransparency, что делает запрос устойчивым к пропускам данных.

Claude впечатлил комментариями и псевдонимами вроде observatory_name, но его замена NULL нулями через COALESCE искажает LIF, что неожиданно для столь детального подхода.

4.1 и DeepSeek выдали надёжные запросы, но без фильтрации NULL, полагаясь на AVG (SQL‑функцию, считающую среднее арифметическое в столбце, которая уже отфильтровывает нулевые значения).

o3 лидирует по точности, Claude — по читаемости, остальные держат планку.

8fde4ddc35dfe60400d77c4e6bfa5c22.png

crypto_2: вычисляем order fill rate для криптобиржи

Сложность: ★★★★☆☆☆☆☆☆

Давайте разберёмся с базой данных, которая лежит в основе нашего теста. Это сложная система, где таблица Orders хранит всё про транзакции: от их объёма (DealCount) и цены (DealQuote) до статуса (OrderFlow) и типа (OrderTune). Связанная таблица OrderExecutions детализирует, сколько из транзакции уже исполнено (FillCount) и сколько ещё ждёт своей очереди (RemainCount). А вокруг них — целая экосистема из таблиц Users, AccountBalances, RiskAndMargin, MarketData и других, которые дают контекст: кто торгует, какие у них балансы, каковы риски и что происходит на рынке.

Здесь не просто запрос, а вызов, требующий от модели понимания, как связать таблицы Orders и OrderExecutions, правильно применить формулу Order Fill Rate = (DealCount − remaincount) ÷ dealcount × 100 и выдать чёткий SQL‑запрос.

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Промт полностью.

o3-mini‑high
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4.1
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Claude
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o3
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Gemini
85696d0a77bc6d1adc3e132e7b222dbe.png
DeepSeek
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o3 показал себя лучше всех, выдав точный запрос с LEFT JOIN, чтобы учесть ордера без исполнений, и GROUP BY для суммирования FillCount — идеально для множественных записей в OrderExecutions. Защита от деления на ноль и COALESCE для NULL сделали его запрос надёжным.

Claude и 4.1 тоже выбрали LEFT JOIN, обеспечив полноту, но споткнулись на агрегации: Claude использовал RemainCount без суммирования, а 4.1 применил MAX(RemainCount), что может исказить остаток при нескольких исполнениях. Зато их пояснения, особенно у Claude с комментариями в коде, на высоте.

o3-mini‑high и Gemini сбились с курса: оба ограничились INNER JOIN, упустив ордера без исполнений, что критично для реальных данных.

Gemini корректно применил формулу с RemainCount, но также не учёл множественные исполнения, а o3-mini‑high ещё и рисковал с делением на ноль.

DeepSeek шокировал ошибкой: вместо SUM(FillCount) ÷ DealCount он посчитал SUM(FillCount) ÷ DealCount, что противоречит словарю знаний, несмотря на аккуратный код.

Все модели выдали читаемые запросы; Claude и o3 выделились чёткостью пояснений и комментариями в SQL. Для практики лучше доработать запрос o3, добавив индексы, или исправить агрегацию у Claude и 4.1.

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alien_4: тест на космическую проницательность

Сложность: ★★★★★☆☆☆☆☆

Вновь обращаемся к знакомой базе данных, где ключевую роль играет таблица Observatories, известная нам по анализу лунных помех. На этот раз акцент смещается на таблицы Signals и SignalProbabilities, которые хранят характеристики сигналов (частота, мощность, тип модуляции) и вероятности их технологического происхождения.

Это задание с подвохом: модель должна не только соединить таблицы, но и сообразить, что «потенциальные экзопланеты» — это сигналы с высоким TechSigProb или аномальными характеристиками. Справятся ли модели с этим астрономическим ребусом?

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Промт полностью.

o3-mini‑high
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4.1
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Claude
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o3
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Gemini
9b47bd1e4d09b417c307cd961b2b1531.png
DeepSeek
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4.1, o3 и Gemini точно определили «потенциальные экзопланеты» как сигналы с SigClassType = 'Candidate' (из таблицы SignalClassification). Их SQL‑запросы просты, безупречны синтаксически и возвращают список обсерваторий с числом кандидатов. Код чистый, с понятными псевдонимами, а у o3 — ещё и подробные комментарии.

o3-mini‑high и DeepSeek ошиблись, выбрав пустую таблицу SourceProperties с фильтром CelestObj = 'Planet', что сделало их запросы бесполезными, несмотря на аккуратность.

Claude удивил, фильтруя по BioSigProb > 0.3 («Высокая вероятность биосигнатур указывает на возможную жизнь») и TechSigProb > 0.5 («Высокая вероятность технологических сигнатур указывает на цивилизации»), но этот креативный подход кажется спекулятивным и не соответствует контексту.

o3, 4.1 и Gemini показали глубокое понимание схемы.

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archeology_4: нейросети вычисляют качество сканов

Сложность: ★★★★★★☆☆☆☆

На этот раз у нас тест archeology_4. База данных — настоящий археологический пазл: 11 таблиц, включая Scans (данные о сканах), ScanPointCloud (разрешение и плотность точек), ScanRegistration (метрики точности) и другие.

Каждая таблица набита деталями: например, в ScanPointCloud есть ScanResolMm (разрешение в миллиметрах) и PointDense (плотность точек на квадратный метр), а в ScanRegistration — точность (LogAccuMm) и ошибки (ErrValMm). В словаре знаний прячется формула scan resolution index (SRI): SRI = \log_{10}(ScanResolMm × 10^3) ÷ \log_{10}(PointDense) × 5, которая оценивает качество скана (меньше значение — лучше результат). Это лишь часть структуры, но уже понятно, что база сложная, как древний лабиринт.

Задача не из лёгких: нейросетям нужно не просто понять структуру базы, но и корректно вычислить SRI, опираясь на формулу из словаря знаний, а затем классифицировать результат по уровню доверия. Разберём, кто справился, а кто застрял в археологических дебрях.

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Промт полностью.

o3-mini‑high
68044d58f432467c3ffa1feb8014c522.png
4.1
c6dd1ea233e7699344e80fb57360c202.png
Claude
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o3
7b320e75f392e00d2ea2438daf0a5e6d.png
Gemini
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DeepSeek
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o3 выбрал LogMethod (Target‑based/Hybrid/Automatic) как «тип скана» — неожиданный, но удачный ход, ведь метод регистрации напрямую влияет на её точность. Он правильно связал confidence level (достоверность регистрации) с registration accuracy ratio (коэффициент точности регистрации, RAR), как отмечено в 44-м определении словаря знаний:

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Claude и DeepSeek предпочли отталкиваться от EquipForm, то есть типа оборудования, и добавили проверки на нули, но ошиблись, привязав коэффициент достоверности к коэффициенту качества сканирования (scan resolution index, SRI) вместо коэффициента точности регистрации (RAR). Ведь в том же 44-й пункте указан параметр RAR.

4.1 и Gemini пытались использовать RAR, но их JOIN’ы оказались некорректными, и запросы не запустятся.

o3-mini‑high вообще выбрал FmtFile (формат файла), что мимо цели.

Креативный o3 вновь лидирует. Claude и DeepSeek надёжны, но менее точны. 4.1 и Gemini допустили ошибки, а o3-mini‑high к тому же слишком упростил задачу. Лучший вариант — доработать o3, добавив фильтры и, возможно, EquipForm.

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crypto_6: как нейросети считают спред и процентиль?

Сложность: ★★★★★★★☆☆☆

Мы возвращаемся к базе данных криптобиржи, где уже работали с таблицами Orders и OrderExecutions.

Теперь нас интересуют MarketData и MarketStats, содержащие JSONB‑снимки рынка с котировками, спредами и 24-часовыми метриками, такими как объёмы и волатильность. Нужно вычислить процент спреда по формуле (AskQuote − BidQuote) ÷ MidQuote × 100 и определить его процентиль среди всех рынков, агрегируя по MktCombo.

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Промт полностью.

o3-mini‑high
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4.1
c3e2d00703027b34e1739229660dfb3b.png
Claude
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o3
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Gemini
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DeepSeek
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Как оказалось, каждая модель по‑своему считает spread percentage и процентиль.

4.1 и o3 выдали точные запросы по формуле, причем o3 элегантно отфильтровал последние снимки через ROW_NUMBER.

Claude добавил категоризацию спредов, но перегрузил запрос лишними вычислениями.

DeepSeek и Gemini схитрили, взяв готовый SpreadRate, что нарушает условие задачи (ведь его использование может быть некорректным, если существующие данные в JSONB не соответствуют формуле).

o3-mini‑high и o3 упустили защиту от деления на ноль, а 4.1 учел это через NULLIF.

Claude порадовал читаемостью с русскими названиями столбцов, тогда как Gemini выдал лаконичный код. Лучшие — 4.1 и o3 — балансируют точностью и практикой. Claude аналитичен, но избыточен, а DeepSeek и Gemini не справились с этим тестом.

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cross_db_1: запрос на топ-5 рискованных трансферов

Сложность: ★★★★★★★★☆☆

Наша база данных — целый мир, где потоки данных живут своей жизнью. Главная таблица DataFlow фиксирует всё: уникальные ID (RecordRegistry), время создания потока, страны отправления и назначения, протоколы вроде HTTPS или блокчейна, а также кучу метрик — от объёма данных до процента ошибок. К ней через ключи вроде RecordRegistry или FlowSign привязаны таблицы RiskManagement (где хранится risk exposure score) и DataProfile (с уровнем чувствительности данных, например High или Critical). Плюс ко всему есть словарь знаний, который задаёт правила расчёта метрик, таких как RES = RiskAssess × CtrlEff^{-1}, чтобы всё было по науке.

Это задание с подвохом: нужно не только правильно интерпретировать «показатель риска» как RES из словаря знаний, но и связать таблицы DataFlow, RiskManagement и DataProfile, чтобы вытащить нужные поля.

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Промт полностью.

o3-mini‑high
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4.1
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Claude
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o3
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Gemini
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DeepSeek
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o3 и 4.1 выдали валидные запросы, с правильным RES и NULLIF против деления на ноль. 4.1 также добавил фильтр high‑risk data flow (RES > 0,7, DSI > 100), которого не было в задании.

o3 «блестит», применяя WITH … AS … (повышающим читаемость) и комментариями в коде, 4.1 — точной обработкой DataSense.

Claude, DeepSeek и Gemini ошиблись, выбрав FlowTag вместо RecordRegistry, что ломает запрос, так как FlowTag неуникален.

Claude отличает читаемость, DeepSeek — точность с ::numeric, но оба требуют правок ошибок. Gemini удивил, добавив DataSense = 'Critical', однако промахнулись с тем же FlowTag и лишней связью RiskJoin. o3 лидирует за читаемость и надёжность. Кроме того, всем моделям нужна проверка на граничные случаи.

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archeology_5: отправляем нейросети на SQL‑раскопки

Сложность: ★★★★★★★★★☆

Снова погружаемся в археологическую базу, где мы уже разбирались с качеством сканов. Теперь фокус на таблице Sites, хранящей данные о культурных периодах и состоянии сохранности участков, а также на ScanFeatures и ScanSpatial, где фиксируются количество артефактов и пространственные характеристики.

Тест archeology_5 требует вычислить плотность артефактов через формулу feature extraction efficiency из словаря знаний. Это не просто поиск по таблицам, а сейсмическая активность на 9 баллов, которая пошатнет нейронные связи наших электронных друзей.

ed9df12a83780762f10abe9a3d7bbe7c.png

Промт полностью.

o3-mini‑high
c38449518975b8e0c6ab0b1aa227a681.png
4.1
6e8454e246966f5f439526629e5cfee4.png
Claude
c1a6f142a1bd8d1b02cc25d033f3d7f0.png
o3
8f94540c8b708854cd97a8498626ee2e.png
Gemini
44d954de78d81a1b0ec971bf96d8b2f7.png
DeepSeek
7642e34b2a1fd4a52185eb663bafe36e.png

Gemini выдал точный запрос. Плотность артефактов рассчитана через множество WITH … AS …, с защитой от деления на ноль.

4.1 и DeepSeek тоже посчитали плотность верно, но первый увяз в сложных подзапросах, а второй запутывает обратной шкалой сохранности (Excellent = 10, Critical = 90).

o3-mini‑high и o3 промахнулись: o3, например, поделил ArtiCount на TraitCount, уйдя от сути.

Claude добавил ConservationPriority на основе PresStat и StructState (из таблицы ScanConservation) — это уже интерпретация словаря знаний, что добавляет ценности. Однако отсутствие агрегации для ArtiCount и AreaM2 — ошибка, и запрос может вернуть некорректные результаты при наличии нескольких записей.

Gemini лидирует за чёткость и надёжность, 4.1 и DeepSeek — крепкие середнячки.

d849f4ff6e3785af3be4362939a12a04.png

museum_5: Выявляем артефакты с риском быстрого износа

Сложность: ★★★★★★★★★☆

Наша база данных — это сердце музея, где хранится информация о каждом экспонате, от древних ваз до свитков династии Тан. Она состоит из 12 таблиц: ArtifactScore фиксирует код экспоната (ArtRegistry), его название, династию, возраст, материал и состояние. Таблица SurfaceAndPhysicalReadings следит за физическими параметрами: вибрацией, влажностью, риском плесени. Есть ещё UsageRecords (как часто экспонат выставляют или перевозят), ArtifactRatings (оценка исторической ценности) и EnvironmentalReadingScore (температура и влажность в витринах).

Словарь знаний задаёт правила игры: формулы вроде MDR (material deterioration rate) или сценария ускоренного ухудшения помогают понять, какие экспонаты под угрозой.

Задача с загвоздкой: нейросети нужно разобраться в формуле MDR и пороге ускоренного ухудшения (MDR > 5 и как минимум две высокие чувствительности из SensitivityData).

f86c52bc6abbe8f610c0717d2af5e920.png

Промт полностью.

o3-mini‑high
a93464f25323d71832028db17c1d90f9.png
4.1
0e11bd6583649c767d19d952499dcd75.png
Claude
6a6d17163b56d25e89dc4f723808e1f7.png
o3
450128bfbfc1c93166e2be72a5b40157.png
Gemini
97829b35276d8caaff713cb71a9bbf27.png
DeepSeek
5e4b3943ed35f9264adc5fdae50da8fe.png

Все шесть моделей выдали рабочие SQL‑запросы, но с разной точностью.

4.1 и o3 лидируют, корректно рассчитывая фактор экологического риска (environmental risk factor, ERF) по четырём показателям чувствительности и используя WITH … AS … с ROW_NUMBER или MAX(ReadTimestamp) для выборки свежих данных. 4.1 выделяется обработкой NULL через COALESCE. В то же время оба добавляют лишний столбец deterioration_index (ведь в промте требовался не числовой показатель, а лишь ответ да/нет).

Gemini близок к лидерам, но пропуск ArtRegistry в выводе снижает удобство.

Claude и DeepSeek ошиблись, включив в ERF все одиннадцать показателей вместо четырёх, что ломает семантику. Claude ещё и некорректно фильтрует данные, а вот DeepSeek спасает LEFT JOIN.

o3-mini‑high, как ни странно, слабее всех в этом тесте — из‑за ошибочного ERF и дублирования данных. Только 4.1 учла NULL, что критично для реальных баз.

2fe5502f475716128312820954ba4202.png

cross_db_8: кто лучше посчитает риск трансграничных данных?

Сложность: ★★★★★★★★★★

Мы вновь обращаемся к базе трансграничных данных, где таблица DataFlow уже знакома нам по анализу рисков. Теперь в центре внимания AuditAndCompliance и SecurityProfile, которые добавляют данные об аудите и защищённости.

Задача: перевести запрос пользователя в SQL, правильно вычислив риск объёма трансграничных потоков (cross‑border data volume risk, CDVR) — а это значит, разобраться с формулой из словаря, — округлить до двух знаков, отсортировать и показать топ-5. Серьёзный вызов, требующий понимания и базы, и формул, — давайте разберёмся, кто из испытуемых оказался на высоте в самом сложном тесте сегодняшнего эксперимента.

b3c9527f588431a367793c78e90b5d5e.png

Промт полностью.

o3-mini‑high
4cbaa861e13263d0440f3fb370825d82.png
4.1
adf601a44b2d179cc9c3e51af9cd3bf5.png
Claude
3807a66ceaa40eccc842cc2b89ff127f.png
o3
c4985e11c73b61f0cc76ed298294a4a9.png
Gemini
c8a6f489f463e9ccfc5c09521126fd56.png
DeepSeek
9b38850cfc640759baf1609e3f2efe50.png

4.1 и DeepSeek выдали чёткие запросы, аккуратно следуя формуле CDVR. Оба защитились от деления на ноль через NULLIF, но 4.1 добавила лишние OrigNation и DestNation (эти столбцы не требовались по условию), а DeepSeek — ненужный оператор CAST.

o3 почти не отстаёт, но тащит в SELECT столбцы FlowTag, OrigNation и DestNation, которые опять же в запросе не указаны.

Claude удивил применением WITH … AS … и полезными строчными комментариями, а DeepSeek — лаконичностью.

Итог: в этом тесте лидируют 4.1 и DeepSeek.

13c5ac5459402a735a1c8a512bdfdc5c.png

Давайте узнаем результаты!

Соберём суммарный топ по всем десяти заданиям:

efa3b10b74a5eb2c640bc6d092423fc6.png

Итоговую оценку я рассчитал как среднее между первыми двумя столбцами (корректность + оптимальность). Полагаю, многие согласятся, что читаемость не так критична для выбора подходящего решения, ведь, скажем, мы же не стали бы оценивать качество ассемблер‑кода по степени читаемости (он априори запутанный).

Топ в этом разборе немного отличается от тех результатов, что были получены на сайте LiveSQLBenchmark:

38824dbfefe3f6c40c956f3719672850.png

Всё это снова говорит нам о том, что подходы к тестированию SQL‑моделей очень разные, так же как и способы оценивания.

Пользуясь случаем, я хотел бы поболагодарить Grok 3 и лично Илона Маска за неоценимую помощь в анализе всех результатов.

71ddf6bb72312f3bc3608d000bc9e3eb.jpg

Тесты я проводил в BotHub — агрегаторе нейросетей, где доступно более 180 ИИ‑моделей (без VPN). При регистрации по этой рефералке дают бесплатные 100 000 «капсов». Там же я воспользовался и Grok 3 — было круто, когда переключаешься между всеми в едином интерфейсе.

Когда умолкли серверные вентиляторы, а последний EXPLAIN ANALYZE растаял в кэше, проступила истина: генерация SQL — не техника, но искусство баланса на лезвии бритвы. Испытуемые стали зеркалами, отражающими двойственность мира, где лунная помеха — метафора случайности, а артефакт — символ ускользающей полноты.

В финале не осталось таблиц, лишь эхо вопросов: что есть риск без контекста? Что есть данные без интерпретации? Как сонет, написанный нулями и единицами, идеальный запрос — это отражение текущего знания. С каждым новым контекстом он переосмысляется и живёт заново.

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  • 07.07.26 18:00 robertalfred175

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  • 18.07.26 23:51 bernalzenaida

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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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  • 30.07.26 00:04 Ahmed

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  • 04.08.26 11:05 Kisnoles

    Excellent analysis, thank you. I was particularly struck by how rigidly the skill sets the order: data processing and form come first, with color coming last. This really cures the habit of "first a pretty palette, then we'll figure it out." A palette validator using OKLCH + color blindness + WCAG is something most chart generators lack. And regarding the boundaries of competence, it's very clear. Where there's a self-checking loop (color), you delegate freely. Where there's a heuristic (form, data interpretation), you remain the final filter. This is a universal principle, not just for /dataviz. By the way, when you look at trading dashboards (including those of decent platforms like ExpertOption), it's immediately clear who thought about readability and who just threw in rainbow lines. Tools like this skill could greatly improve the quality of analytics. Thanks again for the detailed analysis – saved.

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  • 23.08.26 20:02 leslieyee

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  • 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

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  • 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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