# Claude Fable 5.1 vs Yi-Lightning

> Claude Fable 5.1 is the stronger model overall, scoring 68.5 to 36.5 on the Noometry Index.

- Canonical page: https://noometry.com/compare/claude-fable-5-1-vs-yi-lightning
- Last updated: 2026-10-10
- Shared benchmarks: 16

## Summary

- They share 16 benchmarks with published results for both. Claude Fable 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 math, where Claude Fable 5.1 leads 89.5 to 33.5.

## Snapshot

| | Claude Fable 5.1 | Yi-Lightning |
|---|---|---|
| Provider | Anthropic | 01.AI |
| Noometry Index | 68.5 | 36.5 |
| Rank | 2 | 206 |
| Context | 1M | — |
| Input $/M | $10 | — |
| Output $/M | $50 | — |
| Weights | Proprietary | Proprietary |

## Coding

- Claude Fable 5.1: 70.5 (#2)
- Yi-Lightning: 27.0 (#315)

| Benchmark | Claude Fable 5.1 | Yi-Lightning |
|---|---|---|
| LMArena Coding | 1523 | 1313 |
| FrontierCode | 50.9% | — |
| Aider Polyglot | — | 12.9% |
| CursorBench | 51.8% | — |
| LMArena WebDev | 1753 | — |
| FrontierSWE | 56.3% | — |
| SciCode | 63.1% | — |
| WeirdML | 92.9% | — |
| MirrorCode | 73.3% | — |
| ALE-Bench | 2,143 | — |

## Agentic & Tool Use

- Claude Fable 5.1: 50.8 (#5)
- Yi-Lightning: —

| Benchmark | Claude Fable 5.1 | Yi-Lightning |
|---|---|---|
| APEX-Agents | 68.6% | — |
| Remote Labor Index | 17.9% | — |
| GDP.pdf | 29.6% | — |
| Vending-Bench 2 | 5,422 | — |

## Reasoning

- Claude Fable 5.1: 76.7 (#5)
- Yi-Lightning: 24.9 (#137)

| Benchmark | Claude Fable 5.1 | Yi-Lightning |
|---|---|---|
| LMArena Hard Prompts | 1526 | 1302 |
| ARC-AGI-2 | 90% | — |
| NYT Connections (extended) | 90% | — |
| ARC-AGI-1 | 97.5% | — |
| CritPt | 31.1% | — |
| Chess Puzzles | 47% | — |
| EBR-Bench | 57.1% | — |
| Mystery Game Puzzles | 58% | — |
| DTBench | 97.6% | — |
| LMCA | 65.5% | — |
| Epoch Capabilities Index | 165 | — |

## Math

- Claude Fable 5.1: 89.5 (#3)
- Yi-Lightning: 33.5 (#173)

| Benchmark | Claude Fable 5.1 | Yi-Lightning |
|---|---|---|
| LMArena Math | 1519 | 1300 |
| FrontierMath (Tiers 1-3) | 90.2% | — |
| FrontierMath Tier 4 | 87.8% | — |
| OTIS Mock AIME 2024-2025 | 100% | — |
| ProofBench | 100% | — |
| FrontierMath Erdős | 0% | — |

## Knowledge

- Claude Fable 5.1: 69.3 (#5)
- Yi-Lightning: 34.8 (#182)

| Benchmark | Claude Fable 5.1 | Yi-Lightning |
|---|---|---|
| LMArena Expert | 1528 | 1286 |
| Humanity's Last Exam | 46.5% | — |
| SimpleQA Verified | 70.8% | — |

## Multimodal

- Claude Fable 5.1: 54.1 (#4)
- Yi-Lightning: —

| Benchmark | Claude Fable 5.1 | Yi-Lightning |
|---|---|---|
| LMArena Vision | 1319 | — |
| Blueprint-Bench 2 | 41.9% | — |
| Furniture Assembly | 70% | — |
| LMArena Document | 1513 | — |

## Multilingual

- Claude Fable 5.1: 59.5 (#2)
- Yi-Lightning: 42.4 (#191)

| Benchmark | Claude Fable 5.1 | Yi-Lightning |
|---|---|---|
| LMArena Non-English | 1509 | 1269 |
| LMArena Chinese | 1589 | 1320 |
| LMArena French | 1532 | 1304 |
| LMArena German | 1495 | 1267 |
| LMArena Japanese | 1565 | 1228 |
| LMArena Russian | 1525 | 1255 |
| LMArena Spanish | 1503 | 1315 |
| LMArena Korean | — | 1192 |

## Instruction Following

- Claude Fable 5.1: 79.3 (#6)
- Yi-Lightning: 67.6 (#191)

| Benchmark | Claude Fable 5.1 | Yi-Lightning |
|---|---|---|
| LMArena Instruction Following | 1515 | 1278 |

## Long Context

- Claude Fable 5.1: 46.8 (#19)
- Yi-Lightning: 39.4 (#176)

| Benchmark | Claude Fable 5.1 | Yi-Lightning |
|---|---|---|
| LMArena Longer Query | 1524 | 1297 |

## Writing & Preference

- Claude Fable 5.1: 79.3 (#1)
- Yi-Lightning: 50.4 (#178)

| Benchmark | Claude Fable 5.1 | Yi-Lightning |
|---|---|---|
| LMArena Text | 1511 | 1302 |
| LMArena Creative Writing | 1507 | 1280 |
| LMArena Multi-Turn | 1492 | 1311 |
| EQ-Bench Creative Writing | 2162 | — |

## FAQ

### Is Claude Fable 5.1 better than Yi-Lightning?

Claude Fable 5.1 is the stronger model overall, scoring 68.5 to 36.5 on the Noometry Index.

### Is Claude Fable 5.1 or Yi-Lightning better for coding?

Claude Fable 5.1 scores higher on coding benchmarks: 70.5 versus 27.0 in the Noometry coding category.

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

16 benchmarks have published results for both models. Claude Fable 5.1 has 50 scored results on Noometry and Yi-Lightning has 18.
