Unverified50% confidenceFactExact time
Evaluation results show that several complex methods were surpassed by a simple sequential search baseline.
1
Sources
50%
Confidence
Medium-term (~90 days)
Relevance
10/27/2026
First Seen
Valid until: 1/25/2027
Sources
Related Entities
Related Claims
UnverifiedThe study demonstrates the application of probe-guided reasoning path search: using probe signals to guide path search accelerates convergence compared with utility-only baselines.71% similarUnverifiedResearch shows that effective search strategies can outperform raw model scale.70% similarVerifiedIn multi-step agentic workflows, the final result is formed by a chain of intermediate decisions, and the same task may have multiple reasonable execution paths, making evaluation more difficult than traditional software testing.69% similarUnverifiedThe researchers give an explicit 93-command solution and rule out all shorter solutions via an exact, cost-bounded breadth-first search (BFS).69% similarUnverifiedThe BRIGHT benchmark specifically evaluates how retrieval systems perform in scenarios requiring multi-step reasoning, with typical tasks including math problem retrieval, code snippet matching and scientific reasoning document localization.69% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/1102611API
curl https://kongchang.com/api/v1/knowledge/claims/1102611MCP
get_claim(id=1102611)