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cs.CL2026
Knowing Is Not Choosing: What Explicit Verification Adds Beyond Generative Preference
Yilong Li, Chengpo Yan, Aayan Arish +1
Generating a correct answer does not mean that a language model will select it. We separate factual recall into three steps: generating a correct candidate, ranking the available c…
cs.CL2026
EMBER: Efficient Memory via Budgeted Evidence Retention for Long-Horizon Agents
Yilong Li, Suman Banerjee, Tong Che
Long-horizon agents can archive large histories, but future answers still incur retrieval, rereading, and context costs. When retained memory misses answer-relevant evidence, the s…