# GPT-5.1 vs Yi-Lightning

> GPT-5.1 is the stronger model overall, scoring 49.0 to 37.1 on the Noometry Index.

- Canonical page: https://noometry.com/compare/gpt-5-1-vs-yi-lightning
- Last updated: 2026-10-11
- Shared benchmarks: 17

## Summary

- They share 17 benchmarks with published results for both. GPT-5.1 scores higher in 8 categories and Yi-Lightning in 0 categories; 8 gaps are clear of the uncertainty.
- The widest gap is in coding, where GPT-5.1 leads 46.4 to 27.4.

## Snapshot

| | GPT-5.1 | Yi-Lightning |
|---|---|---|
| Provider | OpenAI | 01.AI |
| Noometry Index | 49.0 | 37.1 |
| Rank | 53 | 209 |
| Context | 400K | — |
| Input $/M | $1.25 | — |
| Output $/M | $10 | — |
| Weights | Proprietary | Proprietary |

## Coding

- GPT-5.1: 46.4 (#66)
- Yi-Lightning: 27.4 (#320)

| Benchmark | GPT-5.1 | Yi-Lightning |
|---|---|---|
| LMArena Coding | 1454 | 1312 |
| SWE-bench Verified | 68% | — |
| SWE-bench Verified (bash only) | 66% | — |
| Aider Polyglot | — | 12.9% |
| LMArena WebDev | 1395 | — |
| SciCode | 43.3% | — |
| GSO | 13.7% | — |
| WeirdML | 60.8% | — |
| LiveBench Coding | 72.5% | — |
| ALE-Bench | 1,192 | — |

## Agentic & Tool Use

- GPT-5.1: 32.7 (#60)
- Yi-Lightning: —

| Benchmark | GPT-5.1 | Yi-Lightning |
|---|---|---|
| Terminal-Bench | 47.6% | — |
| DeepResearch Bench | 42.8% | — |
| LMArena Search | 1199 | — |
| Vending-Bench 2 | 1,473 | — |

## Reasoning

- GPT-5.1: 39.8 (#58)
- Yi-Lightning: 25.9 (#139)

| Benchmark | GPT-5.1 | Yi-Lightning |
|---|---|---|
| LMArena Hard Prompts | 1457 | 1302 |
| ARC-AGI-2 | 17.6% | — |
| SimpleBench | 53.2% | — |
| ARC-AGI-1 | 72.8% | — |
| CritPt | 4.9% | — |
| Chess Puzzles | 32% | — |
| EnigmaEval | 11.2% | — |
| LiveBench Reasoning | 95.8% | — |
| Mystery Game Puzzles | 19% | — |
| DTBench | 90.1% | — |
| LiveBench Data Analysis | 72.1% | — |
| LMCA | 43.9% | — |
| Epoch Capabilities Index | 149.64 | — |
| ForecastBench | 58.1 | — |
| LiveBench | 78.8% | — |

## Math

- GPT-5.1: 52.2 (#51)
- Yi-Lightning: 36.2 (#172)

| Benchmark | GPT-5.1 | Yi-Lightning |
|---|---|---|
| LMArena Math | 1447 | 1300 |
| OTIS Mock AIME 2024-2025 | 88.6% | — |
| Omni-MATH | 46.4% | — |
| LiveBench Math | 94.5% | — |
| FrontierMath (Feb 2025 set) | 31% | — |
| FrontierMath Tier 4 (v1) | 12.5% | — |

## Knowledge

- GPT-5.1: 50.6 (#71)
- Yi-Lightning: 35.4 (#185)

| Benchmark | GPT-5.1 | Yi-Lightning |
|---|---|---|
| LMArena Expert | 1470 | 1286 |
| GPQA Diamond | 87.6% | — |
| Humanity's Last Exam | 23.7% | — |
| SimpleQA Verified | 48% | — |
| MMLU-Pro | 57.9% | — |
| Vectara Hallucination Rate | 10.9% | — |
| GPQA (HELM) | 44.2% | — |

## Multimodal

- GPT-5.1: 44.8 (#19)
- Yi-Lightning: —

| Benchmark | GPT-5.1 | Yi-Lightning |
|---|---|---|
| LMArena Vision | 1250 | — |
| VPCT | 58.7% | — |
| LMArena Document | 1403 | — |

## Multilingual

- GPT-5.1: 53.8 (#56)
- Yi-Lightning: 42.2 (#196)

| Benchmark | GPT-5.1 | Yi-Lightning |
|---|---|---|
| LMArena Non-English | 1431 | 1269 |
| LMArena Chinese | 1495 | 1320 |
| LMArena French | 1450 | 1305 |
| LMArena German | 1438 | 1267 |
| LMArena Japanese | 1453 | 1228 |
| LMArena Korean | 1401 | 1192 |
| LMArena Russian | 1435 | 1255 |
| LMArena Spanish | 1433 | 1315 |

## Instruction Following

- GPT-5.1: 83.9 (#1)
- Yi-Lightning: 67.4 (#196)

| Benchmark | GPT-5.1 | Yi-Lightning |
|---|---|---|
| LMArena Instruction Following | 1443 | 1278 |
| LiveBench Instruction Following | 93.3% | — |
| IFEval | 93.5% | — |

## Long Context

- GPT-5.1: 47.6 (#14)
- Yi-Lightning: 39.4 (#181)

| Benchmark | GPT-5.1 | Yi-Lightning |
|---|---|---|
| LMArena Longer Query | 1447 | 1297 |
| CL-bench | 23.7% | — |
| CL-bench Life | 17.3% | — |

## Writing & Preference

- GPT-5.1: 64.5 (#55)
- Yi-Lightning: 50.2 (#184)

| Benchmark | GPT-5.1 | Yi-Lightning |
|---|---|---|
| LMArena Text | 1443 | 1302 |
| LMArena Creative Writing | 1427 | 1280 |
| LMArena Multi-Turn | 1450 | 1311 |
| WildBench | 86.3% | — |
| LiveBench Language | 80.2% | — |

## FAQ

### Is GPT-5.1 better than Yi-Lightning?

GPT-5.1 is the stronger model overall, scoring 49.0 to 37.1 on the Noometry Index.

### Is GPT-5.1 or Yi-Lightning better for coding?

GPT-5.1 scores higher on coding benchmarks: 46.4 versus 27.4 in the Noometry coding category.

### How many benchmarks do GPT-5.1 and Yi-Lightning share?

17 benchmarks have published results for both models. GPT-5.1 has 63 scored results on Noometry and Yi-Lightning has 18.