3 papers
cs.AI2026
Outcome Monitors: Recovery Affordances for Silent Tool Failures
Sugam Panthi, Rabab Abdelfattah
When a tool call times out, the agent sees the failure and can route around it. A cached error page or negative price can instead arrive in the expected format and be consumed as f…
cs.CL2026
Fixed RAG Compression Collapses Measured Reader Scaling
Sugam Panthi, Rabab Abdelfattah
Retrieval-Augmented Generation (RAG) compression papers often evaluate a compressor on one to three readers and treat the compressed evidence layer as evaluation-neutral. We show t…
cs.IR2026
Same Ranking, Different Winner: How Scoring Targets Shape LLM Memory Benchmarks
Sugam Panthi, Rabab Abdelfattah
Conversational-memory systems increasingly transform dialogue history into facts, summaries, timelines, and other source-linked descendants, so a single source turn can coexist wit…