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OpenAI released on Mar 14, 2023 API access

GPT-4 (Mar 2023)

GPT-4 (Mar 2023) (OpenAI) was released on Mar 14, 2023. In the Epoch AI capability ranking (ECI), it ranks #178 out of 267 models, with 125.88. Against models of the same generation, its best result is on WinoGrande: 87.5%, #1 of 17.

#178 of 267 in the ECI ranking
125.88 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 GPT-4 (Mar 2023) stands out and where it falls behind, by the numbers

GPT-4 (Mar 2023) has published results on 15 tests compiled by Epoch AI. The yardstick here is its generation: its position among the models released between Jun 17, 2022 and Jun 12, 2023 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.

WinoGrande87.5%
#1 of 17 in its generation · #3 of 61 overall
HellaSwag95.3%
#1 of 17 in its generation · #1 of 51 overall
MMLU86.4%
#1 of 13 in its generation · #5 of 92 overall
GSM8K92.0%
#1 of 10 in its generation · #1 of 54 overall
BIG-Bench Hard75.1%
#1 of 10 in its generation · #8 of 41 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 15 tests, one by one
TestScoreIn its generationOverallTest record
GPQA Diamond 35.7% #1 / 1 #154 / 173 96.4% Gemini 4 Argon
AIME 2024 and 2025 (OTIS) 1.1% #1 / 1 #162 / 168 100.0% GPT-5.5
Dtbench 62.7% #1 / 1 #105 / 148 98.9% Claude Opus 5.5
Lmca 17.06 #1 / 1 #98 / 121 68.23 Claude Opus 5.5
WeirdML 12.4% #1 / 1 #103 / 112 93.6% GPT-6 Astra
MMLU 86.4% #1 / 13 #5 / 92 88.1% GPT-4o (May 2024)
Game puzzles 12.0% #1 / 1 #58 / 77 84.0% GPT-6 Astra
MATH level 5 23.0% #1 / 1 #56 / 73 98.1% GPT-5
ForecastBench 57.80 #1 / 1 #47 / 62 62.50 o3
WinoGrande 87.5% #1 / 17 #3 / 61 89.2% Llama 3.1-405B
GSM8K 92.0% #1 / 10 #1 / 54 92.0% GPT-4 (Mar 2023)
HellaSwag 95.3% #1 / 17 #1 / 51 95.3% GPT-4 (Mar 2023)
BIG-Bench Hard 75.1% #1 / 10 #8 / 41 89.2% Gemini 1.5 Pro (Sept 2024)
TriviaQA 84.8% #3 / 11 #6 / 32 87.6% Llama 2-70B
METR: time horizon 5.36 #1 / 1 #26 / 29 719 Claude Opus 4.6

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 GPT-4 (Mar 2023) 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
GPT-4 (Mar 2023) OpenAI 125.88 n/a n/a Mar 14, 2023
Claude Instant Anthropic 120.31 n/a n/a Aug 9, 2023
Claude 2 Anthropic 120.15 n/a n/a Jul 11, 2023
Yi-34B 01.AI 117.43 n/a n/a Nov 2, 2023
Stable Beluga 2 Stability AI 117.16 n/a n/a Jul 20, 2023
PaLM 2-L 115.07 n/a n/a May 17, 2023
Llama 2-70B Meta AI 113.84 n/a n/a Jul 18, 2023
Head to head

GPT-4 (Mar 2023) or Claude 2?

Claude 2 is the model from another lab closest to GPT-4 (Mar 2023) in capability. Across the 6 tests both took, this is the score:

GPT-4 (Mar 2023) ahead on 4 Claude 2 ahead on 2
Largest differences first
TestGPT-4 (Mar 2023)Claude 2
AIME 2024 and 2025 (OTIS) 1.1% 2.5%
MATH level 5 23.0% 11.7%
Dtbench 62.7% 51.9%
MMLU 86.4% 78.5%
TriviaQA 84.8% 87.5%
GPQA Diamond 35.7% 34.7%

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

Family

Other models from OpenAI

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

ModelReleaseECIELOLiveBenchAccess
GPT-4.5 Feb 27, 2025 136.73 n/a n/a API access
o3-mini Jan 31, 2025 140.33 1,379 n/a API access
o1 Dec 17, 2024 141.84 1,383 n/a API access
o1-mini Sep 12, 2024 135.82 1,362 n/a API access
GPT-4o mini Jul 18, 2024 126.58 n/a n/a API access
GPT-4o (May 2024) May 13, 2024 129.05 n/a n/a API access
GPT-4 Turbo (Apr 2024) Apr 9, 2024 127.25 n/a n/a API access
GPT-3.5 Turbo (Nov 2023) Nov 6, 2023 118.58 n/a n/a API access
GPT-4 (Mar 2023) Mar 14, 2023 125.88 n/a n/a API access
Your rating

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Frequently asked questions

What people ask about GPT-4 (Mar 2023)

Where does GPT-4 (Mar 2023) rank among AI models?

In the ROO3 AI Benchmark, ordered by the Epoch AI ECI, GPT-4 (Mar 2023) ranks #178 out of 267 models, with an ECI of 125.88. 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 GPT-4 (Mar 2023) better than Claude 2?

Across the 6 tests both models took and Epoch AI compiled, GPT-4 (Mar 2023) comes out ahead on 4, behind on 2 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 GPT-4 (Mar 2023) 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 GPT-4 (Mar 2023) are: WinoGrande (#1 of 17); HellaSwag (#1 of 17); MMLU (#1 of 13). 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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