Replicate+
Research verification examples
Selected from SAI's review and verification of ICML 2026 oral papers.
- $\tau^2$-Bench: Evaluating Conversational Agents in a Dual-Control Environment
Victor Barres, Honghua Dong, Soham Ray, Xujie Si, Karthik R Narasimhan
Referee Report90% of graded claims reproduced - Asymmetric Perturbation in Solving Bilinear Saddle-Point Optimization
Kenshi Abe, Mitsuki Sakamoto, Kaito Ariu, Atsushi Iwasaki
Referee Report71% of graded claims reproduced - Benchmarking at the Edge of Comprehension
Samuele Marro, Jialin Yu, Emanuele La Malfa, Oishi Deb, Jiawei Li, Yibo Yang, Ebey Abraham, Sunando Sengupta, Eric Sommerlade, Michael J. Wooldridge, Philip Torr
Referee Report66% of graded claims reproduced
What researchers say
“I am amazed at the usefulness of this feedback. We should use it for all our papers.”
Marsha R. Rosner, University of Chicago