SciTrue - Claim Validation: leaderboard

Honest per-sample development results on NTCIR SciClaimEval. Author runs include structured table data as an auxiliary text channel; official baseline runs and the PNG-only extension are kept on separate protocol boards. Claim validation is macro-F1, evidence pairing requires both paired claims correct, and attribution is Subtask 2 accuracy. This board is the authors’ structured-table-text protocol.

Metric: F1 (%). Source: arxiv.org. Saturation forecast: Around February 2027. 11 models tracked.

Top models

#ModelScoreOverall rank
1Claude Fable 586.3#20
2GPT-5.584.5#33
3Gemma 4 31B (IT)84.5#179
4Claude Opus 4.882.9#40
5Qwen 3.6 35B A3B82.5#239
6Qwen 3.5 35B A3B79.5#268
7gemma-4-E4B-it75.6#577
8Qwen 3.5 9B73#391

No result here: #3 Claude Opus 5.5, #5 GPT-6 Astra, #6 GPT-6.1 Sol.

Interactive version: theaggregate.ai/benchmark?slug=scitrue-claim-validation · How It Works · Data refreshed daily, snapshot 2026-11-06.