Model profile
GPT-4o
Evidence coverage
13 of 321 tracked benchmarks are published. 1 is verified and 12 provisional. 7 of 8 categories are measured.
- Published / tracked
- 13 / 321
- Verified
- 1
- Provisional
- 12
- Categories with evidence
- 7 / 8
Evidence by category
- Agentic1 benchmarkReported
- Coding1 benchmarkReported
- Reasoning2 benchmarksReported
- Knowledge6 benchmarksReported
- Math1 benchmarkVerified
- Multilingual0 benchmarksNot measured
- Multimodal1 benchmarkReported
- Inst. Following1 benchmarkReported
GPT-4o ranks #165 out of 200 models on the public leaderboard with an overall score of 41.49/100. It also ranks #77 out of 99 on the verified leaderboard. While not a frontier model, it offers specific advantages depending on the use case.
GPT-4o is a proprietary model with a 128K token context window. It processes queries without explicit chain-of-thought reasoning, offering faster response times and lower token usage.
GPT-4o sits inside the GPT-4o family alongside GPT-4o mini. This profile currently has 13 of 321 tracked benchmarks. BenchLM only exposes non-generated benchmark rows publicly, so missing categories stay blank until a sourced evaluation is available.
Peer position
Exact provisional scores and ranks for the closest listed peers. A score can appear before a model clears the evidence threshold for a rank, so equal scores can have different rank states.
Range 41.13–42.06
- GPT-4.1 nanoOpenAICompare#16142.06GPT-4.1 nano is #161 with a score of 42.06.
- Gemma 4 E2BGoogleCompare#16241.82Gemma 4 E2B is #162 with a score of 41.82.
- Mistral Large 2MistralCompare#16341.77Mistral Large 2 is #163 with a score of 41.77.
- Gemma 3 27BGoogleCompare#16441.57Gemma 3 27B is #164 with a score of 41.57.
- GPT-4oCurrent modelOpenAI#16541.49GPT-4o is #165 with a score of 41.49.
- LFM2.5-8B-A1BLiquidAICompare#16641.42LFM2.5-8B-A1B is #166 with a score of 41.42.
- Claude 3 OpusAnthropicCompare#16841.13Claude 3 Opus is #168 with a score of 41.13.
Category percentile
More
Relative position among models eligible for each sourced category. A higher percentile means a stronger position within that category's ranked cohort; 100 is highest.
Category evidence
Scores and ranks appear only where this model has published benchmark evidence. Categories without displayable source records remain not measured.
| Category | Score | Rank | Percentile | Weight | Benchmarks | Evidence |
|---|---|---|---|---|---|---|
| AgenticRank Not rankedWeight 22%1 benchmarkReported | 51.5 | Not ranked | Not available | 22% | 1 benchmark | Reported |
| CodingRank Not rankedWeight 20%1 benchmarkReported | 32.1 | Not ranked | Not available | 20% | 1 benchmark | Reported |
| ReasoningRank Not rankedWeight 17%2 benchmarksReported | 62.4 | Not ranked | Not available | 17% | 2 benchmarks | Reported |
| KnowledgeRank Not rankedWeight 12%6 benchmarksReported | 35.8 | Not ranked | Not available | 12% | 6 benchmarks | Reported |
| MathRank Not rankedWeight 5%1 benchmarkVerified | 25.4 | Not ranked | Not available | 5% | 1 benchmark | Verified |
| MultilingualWeight 7%0 benchmarksNot measured | Not measured | Not ranked | Not available | 7% | 0 benchmarks | Not measured |
| MultimodalRank Not rankedWeight 12%1 benchmarkReported | 72.4 | Not ranked | Not available | 12% | 1 benchmark | Reported |
| Inst. FollowingRank Not rankedWeight 5%1 benchmarkReported | 82.0 | Not ranked | Not available | 5% | 1 benchmark | Reported |
Chatbot Arena performance
Scroll horizontally to inspect confidence intervals and vote counts.
| View | Elo | Confidence interval | Votes |
|---|---|---|---|
| Text Overall | 1335 | Not available | Not available |
Benchmark Details
Rows below have a displayable published verification record. Each source link and provenance note remains in the page HTML while its category is closed. Source-unverified manual rows and generated rows stay hidden.
Agentic1 benchmark
τ²-Bench Tool-Agent-User Evaluation
Coding1 benchmark
Artificial Analysis SciCode
Reasoning2 benchmarks
Artificial Analysis Long Context Reasoning
Critical Physics Tasks
Knowledge6 benchmarks
Artificial Analysis GPQA Diamond
Artificial Analysis Humanity's Last Exam
Artificial Analysis Omniscience Index
Artificial Analysis Omniscience Accuracy
Artificial Analysis Omniscience Hallucination Rate
Math1 benchmark
FrontierMath v2 Tiers 1-3
Multimodal1 benchmark
Design Arena Website Elo
Inst. Following1 benchmark
Artificial Analysis IFBench
Frequently Asked Questions
How does GPT-4o perform overall in AI benchmarks?
GPT-4o has 13 published benchmark scores on BenchLM, but it does not yet have enough non-generated coverage to receive a global overall rank.
Is GPT-4o good for knowledge and understanding?
GPT-4o has visible benchmark coverage in knowledge and understanding, but BenchLM does not currently assign it a global category rank there.
Is GPT-4o good for coding and programming?
GPT-4o has visible benchmark coverage in coding and programming, but BenchLM does not currently assign it a global category rank there.
Is GPT-4o good for mathematics?
GPT-4o has visible benchmark coverage in mathematics, but BenchLM does not currently assign it a global category rank there.
Is GPT-4o good for reasoning and logic?
GPT-4o has visible benchmark coverage in reasoning and logic, but BenchLM does not currently assign it a global category rank there.
Is GPT-4o good for agentic tool use and computer tasks?
GPT-4o has visible benchmark coverage in agentic tool use and computer tasks, but BenchLM does not currently assign it a global category rank there.
Is GPT-4o good for multimodal and grounded tasks?
GPT-4o has visible benchmark coverage in multimodal and grounded tasks, but BenchLM does not currently assign it a global category rank there.
Is GPT-4o good for instruction following?
GPT-4o has visible benchmark coverage in instruction following, but BenchLM does not currently assign it a global category rank there.
Which sibling models are related to GPT-4o?
GPT-4o belongs to the GPT-4o family. Related variants on BenchLM include GPT-4o mini.
Does GPT-4o have full benchmark coverage on BenchLM?
Not yet. GPT-4o currently has 13 published benchmark scores out of the 321 benchmarks BenchLM tracks. BenchLM only exposes non-generated public benchmark rows, so missing categories stay blank until a sourced evaluation is available.
What is the context window size of GPT-4o?
GPT-4o has a published context window of 128K, which determines how much text it can process in a single interaction.
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