Intent2Tx (Retrieval) - State Equivalence: leaderboard
Metric: State equivalence (from 0-1, times 100): share of generated single-step transactions whose execution on a forked Ethereum mainnet (fork one block before the original transaction) changes account-level state like the reference transaction (within 1%), over instances whose reference executes, with the three most similar instances retrieved as demonstrations; higher is better. Source: arxiv.org. Saturation forecast: Around February 2027. 16 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Claude Opus 4.5 | 70.6 |
| 2 | Gemini 2.5 Pro | 70.2 |
| 3 | GPT-5.2 | 69.7 |
| 4 | Qwen3 Coder Next | 69.7 |
| 5 | GPT-5.2 Codex | 69.7 |
| 6 | Gemini 2.5 Flash | 69.2 |
| 7 | GLM-4.6 | 67.2 |
| 8 | Kimi K2 0905 | 65.5 |
| 9 | Qwen 3 235B A22B 2507 Instruct | 65.3 |
| 10 | Claude Haiku 4.5 | 64.7 |
| 11 | GLM-4 32B (0414) | 64.3 |
| 12 | DeepSeek V3.2 | 63.5 |
| 13 | codestral-2508 | 62.6 |
| 14 | Llama 3.3 70B Instruct | 57.3 |
| 15 | Ministral 3 14B | 52.3 |
Interactive version: theaggregate.ai/benchmark?slug=intent2tx-retrieval-state-equivalence · How It Works · Data refreshed daily, snapshot 2026-10-07.