Cool Papers · cs.CL (papers.cool) · RSS 摘要

信源：Cool Papers · cs.CL (papers.cool) · https://papers.cool/arxiv/cs.CL/feed

• Elucidating the Design Space of LM Data Attribution — Data attribution methods for Language Models (LMs) are typically evaluated using downstream tasks like fact retrieval. However, existing evaluations vary multiple dataset properti…
• ShallowDefend: Harnessing Shallow Safety Alignment for Multi-Turn Defender — Safety alignment has enabled large language models to reliably refuse harmful requests directly, yet the same request distributed across a multi-turn conversation still succeeds f…
• Testimony from Timelines: Evidence-Grounded Significance Testing of Temporal Clinical Hypotheses — Ask a language model whether sales tend to dip after a product recall, or whether one side effect tends to follow another after a vaccine, and it answers in a fluent sentence that…
• When to Assist and What to Suggest: Joint Gating and Memory-Grounded Hint Generation in One Compact Decoder — Proactive assistants offer short, memory-grounded hints during a conversation, deciding when to assist and what to suggest. Current systems split this between a gate and a larger …
• Multi-View MoE: Letting Every Router Shape Expert Computation — Sparse mixture-of-experts (MoE) models expand parameter capacity by activating a small subset of experts per token. Expert selection directly affects model capabilities under a fi…