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Anthropic released on Nov 21, 2023 API access

Claude 2.1

Claude 2.1 (Anthropic) was released on Nov 21, 2023. In the Epoch AI capability ranking (ECI), it ranks #196 out of 267 models, with 119.30. Against models of the same generation, its best result is on MMLU: 73.5%, #4 of 42.

#196 of 267 in the ECI ranking
119.30 ECI, the Epoch AI capability index
no match Arena ELO, human preference
not measured LiveBench, overall average from 0 to 100
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What the tests say

Where Claude 2.1 stands out and where it falls behind, by the numbers

Claude 2.1 has published results on 6 tests compiled by Epoch AI. The yardstick here is its generation: its position among the models released between Feb 24, 2023 and Feb 19, 2024 that took the same test. Against the whole archive, which includes 2023 models, a recent release lands near the top of almost everything, and that says nothing.

Where it stands out

Tests where it sits in the top third of its own generation.

MMLU73.5%
#4 of 42 in its generation · #33 of 92 overall
Dtbench51.0%
#3 of 9 in its generation · #133 of 148 overall
AIME 2024 and 2025 (OTIS)1.9%
#3 of 7 in its generation · #156 of 168 overall

Where it falls behind

Tests where it sits in the bottom half of its own generation.

It is not in the bottom half of its generation on any test with 6 or more models compared.

See all 6 tests, one by one
TestScoreIn its generationOverallTest record
GPQA Diamond 33.0% #4 / 9 #159 / 173 96.4% Gemini 4 Argon
AIME 2024 and 2025 (OTIS) 1.9% #3 / 7 #156 / 168 100.0% GPT-5.5
Dtbench 51.0% #3 / 9 #133 / 148 98.9% Claude Opus 5.5
WeirdML 7.1% #2 / 3 #109 / 112 93.6% GPT-6 Astra
MMLU 73.5% #4 / 42 #33 / 92 88.1% GPT-4o (May 2024)
ForecastBench 54.20 #3 / 5 #58 / 62 62.50 o3

For each test, the model's best effort level counts, as in the ranking. Source of the scores: Epoch AI, under CC BY 4.0.

Comparison

What to compare Claude 2.1 with

The models from other labs closest in capability and released in the same period, at most two per lab. Click any of them to see its page.

ModelLabECIELOLiveBenchRelease
Gemma 2 9B Google DeepMind 119.85 n/a n/a Jun 24, 2024
Claude 2.1 Anthropic 119.30 n/a n/a Nov 21, 2023
Mistral NeMo Mistral AI 118.71 n/a n/a Jul 18, 2024
GPT-3.5 Turbo (Nov 2023) OpenAI 118.58 n/a n/a Nov 6, 2023
Mixtral 8x7B Mistral AI 118.50 n/a n/a Dec 11, 2023
Yi-34B 01.AI 117.43 n/a n/a Nov 2, 2023
phi-3-mini 3.8B Microsoft 117.40 n/a n/a Apr 23, 2024
Head to head

Claude 2.1 or GPT-3.5 Turbo (Nov 2023)?

GPT-3.5 Turbo (Nov 2023) is the model from another lab closest to Claude 2.1 in capability. Across the 6 tests both took, this is the score:

Claude 2.1 ahead on 5 GPT-3.5 Turbo (Nov 2023) ahead on 1
Largest differences first
TestClaude 2.1GPT-3.5 Turbo (Nov 2023)
WeirdML 7.1% 3.5%
GPQA Diamond 33.0% 28.0%
AIME 2024 and 2025 (OTIS) 1.9% 2.2%
ForecastBench 54.20 50.40
Dtbench 51.0% 48.5%
MMLU 73.5% 71.4%

Unweighted score: each test counts one point, whether math or coding. The dot marks who did better on each row.

Family

Other models from Anthropic

The models from the same lab closest in time, newest first.

ModelReleaseECIELOLiveBenchAccess
Claude 3.7 Sonnet Feb 24, 2025 141.14 1,360 n/a API access
Claude 3.5 Sonnet (October 2024) Oct 22, 2024 133.53 1,342 n/a API access
Claude 3.5 Haiku Oct 22, 2024 127.17 1,286 n/a API access
Claude 3 Haiku Mar 7, 2024 118.39 1,206 n/a API access
Claude 3 Opus Feb 29, 2024 126.91 1,264 n/a API access
Claude 3 Sonnet Feb 29, 2024 120.72 1,226 n/a API access
Claude 2.1 Nov 21, 2023 119.30 n/a n/a API access
Claude Instant Aug 9, 2023 120.31 n/a n/a API access
Claude 2 Jul 11, 2023 120.15 n/a n/a API access
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Frequently asked questions

What people ask about Claude 2.1

Where does Claude 2.1 rank among AI models?

In the ROO3 AI Benchmark, ordered by the Epoch AI ECI, Claude 2.1 ranks #196 out of 267 models, with an ECI of 119.30. The ECI is a composite index that combines several hard benchmarks into a single scale. The position changes when a new model comes out, and the page is refreshed six times a day.

Is Claude 2.1 better than GPT-3.5 Turbo (Nov 2023)?

Across the 6 tests both models took and Epoch AI compiled, Claude 2.1 comes out ahead on 5, behind on 1 and tied on 0. It is a test-by-test count with no weighting: a win in math counts the same as a win in coding. To choose between the two, look at the tests that resemble your own use.

What is Claude 2.1 best at?

Against models of the same generation (released up to 9 months before and up to 3 months after it), the best relative results of Claude 2.1 are: MMLU (#4 of 42); Dtbench (#3 of 9); AIME 2024 and 2025 (OTIS) (#3 of 7). The yardstick is its position among the models of that period that took the same test.

Where do the numbers on this page come from?

From the same three sources as the ranking, all openly licensed: Epoch AI (ECI and individual tests, CC BY 4.0), Arena (human-preference ELO, CC BY 4.0) and LiveBench (overall average, CC BY-SA 4.0). ROO3 does not measure any model. When the page shows a figure published by the maker itself, it appears in the written analysis, labeled as the maker's, and never enters the ranking.

Sources

Where each number comes from

Epoch AI, "AI Benchmarking Hub". Published at epoch.ai. Data under the CC BY 4.0 licence, reordered by roo3.co.

The Arena (LMArena) leaderboard, from the public lmarena-ai/leaderboard-dataset on Hugging Face, under the CC BY 4.0 licence. We are not affiliated with the Arena.

LiveBench, by the LiveBench team, published at livebench.ai under the CC BY-SA 4.0 license. The overall average is recomputed by roo3.co with the same formula as the website (average of the categories), and those numbers stay under CC BY-SA 4.0. We are not affiliated with LiveBench.

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