2 papers
cs.CL2026
Inference-Time Rethinking with Latent Thought Vectors for Math Reasoning
Deqian Kong, Minglu Zhao, Aoyang Qin +10
Standard chain-of-thought reasoning generates a solution in a single forward pass, committing irrevocably to each token and lacking a mechanism to recover from early errors. We int…
cs.CL2025
VeriFastScore: Speeding up long-form factuality evaluation
Rishanth Rajendhran, Amir Zadeh, Matthew Sarte +2
Metrics like FactScore and VeriScore that evaluate long-form factuality operate by decomposing an input response into atomic claims and then individually verifying each claim. Whil…