SciConHarness blocks answer sources to force genuine model synthesis

manoelribeiro · x · 2026-10-07

SciConBench's harness blocks the target ground-truth Cochrane review and other answer-revealing sources, forcing models to genuinely synthesize answers rather than look them up. The benchmark continuously tracks whether models improve at synthesis, can handle the latest conclusions, and whether gains come from leakage.

Related event: SciConBench, a NeurIPS-Accepted Benchmark, Finds Top AI Models Still Fail at Scientific Conclusion Synthesis(10 posts)→

Original post →

More from Research

• GroundedSLAM debuts, decisively beating all methods on Meta's egocentric SLAM benchmark — Scobleizer · 2026-10-07
• HCI researcher begs authors to stop claiming 'reflexive' thematic analysis without reflexivity — IanArawjo · 2026-10-07
• Reza Zadeh claims faster matrix multiplication algorithm, suspects labs near exponent 2 — Reza_Zadeh · 2026-10-07
• Redditor proposes graph-based deterministic modeling to make LLM finance agents trustworthy — jonnylegs · 2026-10-07
• COLM 2026 poster presents scaling test-time compute for agentic coding — dan_fried · 2026-10-07
• COLM 2026 Efficient Reasoning workshop lands Friday, with panel featuring top researchers — tydsh · 2026-10-07

Research channel →