# Inkling vs Yi-34B

> Inkling is the stronger model overall, scoring 44.1 to 27.8 on the Noometry Index.

- Canonical page: https://noometry.com/compare/inkling-vs-yi-34b
- Last updated: 2026-10-11
- Shared benchmarks: 19

## Summary

- They share 19 benchmarks with published results for both. Inkling scores higher in 8 categories and Yi-34B in 0 categories; 8 gaps are clear of the uncertainty.
- The widest gap is in knowledge, where Inkling leads 55.1 to 7.5.
- The biggest single-benchmark swing is GPQA Diamond: 88.3% for Inkling and 14.7% for Yi-34B.

## Snapshot

| | Inkling | Yi-34B |
|---|---|---|
| Provider | Thinking Machines Lab | 01.AI |
| Noometry Index | 44.1 | 27.8 |
| Rank | 80 | 329 |
| Context | 66K | — |
| Input $/M | $1.87 | — |
| Output $/M | $4.68 | — |
| Weights | Open | Open |

## Coding

- Inkling: 34.5 (#234)
- Yi-34B: 32.3 (#274)

| Benchmark | Inkling | Yi-34B |
|---|---|---|
| LMArena Coding | 1464 | 1112 |
| FrontierCode | 14% | — |
| LMArena WebDev | 1413 | — |
| FrontierSWE | 4.1% | — |
| SciCode | 47% | — |
| WeirdML | 32.3% | — |
| ALE-Bench | 946 | — |

## Agentic & Tool Use

- Inkling: 29.6 (#85)
- Yi-34B: —

| Benchmark | Inkling | Yi-34B |
|---|---|---|
| APEX-Agents | 33.8% | — |
| τ²-bench Banking | 25% | — |

## Reasoning

- Inkling: 40.4 (#56)
- Yi-34B: 21.2 (#226)

| Benchmark | Inkling | Yi-34B |
|---|---|---|
| LMArena Hard Prompts | 1451 | 1104 |
| Epoch Capabilities Index | 148.54 | 117.39 |
| ARC-AGI-2 | 36.5% | — |
| SimpleBench | 50% | — |
| ARC-AGI-1 | 79.5% | — |
| CritPt | 5.4% | — |
| Chess Puzzles | 21% | — |
| DTBench | 87.5% | — |
| LMCA | 37.6% | — |
| BIG-Bench Hard | — | 71.7% |

## Math

- Inkling: 31.3 (#225)
- Yi-34B: 21.6 (#282)

| Benchmark | Inkling | Yi-34B |
|---|---|---|
| LMArena Math | 1479 | 1114 |
| FrontierMath (Tiers 1-3) | 33.3% | — |
| FrontierMath Tier 4 | 4.9% | — |
| OTIS Mock AIME 2024-2025 | 88.9% | — |
| ProofBench | 0% | — |
| MATH Level 5 | — | 5.1% |
| GSM8K | — | 76% |

## Knowledge

- Inkling: 55.1 (#49)
- Yi-34B: 7.5 (#309)

| Benchmark | Inkling | Yi-34B |
|---|---|---|
| GPQA Diamond | 88.3% | 14.7% |
| LMArena Expert | 1465 | 1061 |
| SimpleQA Verified | 40.3% | — |
| MMLU | — | 76.3% |

## Multilingual

- Inkling: 54.0 (#52)
- Yi-34B: 29.7 (#264)

| Benchmark | Inkling | Yi-34B |
|---|---|---|
| LMArena Non-English | 1434 | 1079 |
| LMArena Chinese | 1490 | 1176 |
| LMArena French | 1458 | 1081 |
| LMArena German | 1446 | 1042 |
| LMArena Japanese | 1429 | 993 |
| LMArena Korean | 1404 | 959 |
| LMArena Russian | 1429 | 1050 |
| LMArena Spanish | 1448 | 1070 |

## Instruction Following

- Inkling: 75.1 (#71)
- Yi-34B: 56.2 (#274)

| Benchmark | Inkling | Yi-34B |
|---|---|---|
| LMArena Instruction Following | 1426 | 1091 |

## Long Context

- Inkling: 43.8 (#86)
- Yi-34B: 33.2 (#264)

| Benchmark | Inkling | Yi-34B |
|---|---|---|
| LMArena Longer Query | 1434 | 1094 |

## Writing & Preference

- Inkling: 65.2 (#51)
- Yi-34B: 34.1 (#273)

| Benchmark | Inkling | Yi-34B |
|---|---|---|
| LMArena Text | 1441 | 1129 |
| LMArena Creative Writing | 1387 | 1108 |
| LMArena Multi-Turn | 1436 | 1113 |
| EQ-Bench Creative Writing | 1611 | — |
| EQ-Bench 4 | 1226 | — |

## FAQ

### Is Inkling better than Yi-34B?

Inkling is the stronger model overall, scoring 44.1 to 27.8 on the Noometry Index.

### Is Inkling or Yi-34B better for coding?

Inkling scores higher on coding benchmarks: 34.5 versus 32.3 in the Noometry coding category.

### How many benchmarks do Inkling and Yi-34B share?

19 benchmarks have published results for both models. Inkling has 41 scored results on Noometry and Yi-34B has 23.