2 papers
cs.CL2026
Before Answering: Evidence Sufficiency under Size-Matched Memory Construction
Joyanta Jyoti Mondal, Md. Shifatul Ahsan Apurba, Mridul Banik +2
Agents that answer questions from compressed or retrieved memory must recognize when the evidence a query needs is no longer in memory. Benchmarks for this task usually create insu…
cs.LG2026
When Can Old Evaluations Certify a New Model? Label-Efficient Release Decisions under Evaluator Drift
Joyanta Jyoti Mondal, Mridul Banik, Md. Shifatul Ahsan Apurba +1
Releasing a model update requires certifying that its current-population risk stays below a threshold. Trusted labels are expensive, while a cheap evaluator, such as an LLM judge,…