410 citations · 583 across the 38 of their papers we have counts for
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cs.CL2026
Preserving Reasoning Diversity in Reinforcement Learning with Verifiable Rewards via Adaptive Replay
Wen-Zhi Li, Sainyam Galhotra, Claire Cardie
Reinforcement Learning with Verifiable Rewards (RLVR) improves the reasoning capabilities of large language models, but often reduces the diversity of their reasoning behaviors. We…
cs.CL2026
Shifting Mechanisms: How Positional Encoding Choice Shapes In-Context Retrieval
Eric Enouen, Sainyam Galhotra
Language models increasingly use architectures that vary attention span and positional encoding across layers, such as applying RoPE with sliding-window attention and NoPE with glo…
cs.CL2025
VeriMinder: Mitigating Analytical Vulnerabilities in NL2SQL
Shubham Mohole, Sainyam Galhotra
Application systems using natural language interfaces to databases (NLIDBs) have democratized data analysis. This positive development has also brought forth an urgent challenge to…