ClawForge - Multi-Source Reasoning: leaderboard
Metric: Strict full-pass accuracy (%) on the 86 tasks whose primary ability is multi-source reasoning (deciding from several conflicting information sources), on the ClawForge-Bench snapshot (17 generator-backed scenarios, 362 executable state-conflict workflow tasks over tasks, calendar, email, messaging, files and runtime configuration), command-line agent in multi mode with full interaction history and a 25-step budget, scored by result-first validators over the final normalized state; higher is better. Source: arxiv.org. Saturation forecast: Around August 2027. 7 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | GPT-5.4 | 40.7 |
| 2 | Claude Sonnet 4.6 | 39.5 |
| 3 | Claude Opus 4.6 | 37.2 |
| 4 | GPT-5.3 Codex | 37.2 |
| 5 | GPT-5.2 | 31.4 |
| 6 | Kimi K2.5 | 31.4 |
| 7 | O3 | 25.6 |
Interactive version: theaggregate.ai/benchmark?slug=clawforge-multi-source-reasoning · How It Works · Data refreshed daily, snapshot 2026-10-07.