Recurrent Harness for Agentic Continual Learning
[Submitted on 8 Oct 2026] View PDF HTML (experimental) Abstract:Language model agents increasingly operate over long interaction streams, requiring online…
Tag: cs.AI
ABLEIST: Intersectional Disability Bias in LLM-Generated Hiring Scenarios
[Submitted on 13 Oct 2025 (v1), last revised 8 Oct 2026 (this version, v2)] View PDF HTML (experimental) Abstract:Large language…
Useful to Whom? The Easy-versus-Coverage Boundary Moves with the Learner
[Submitted on 22 Sep 2026 (v1), last revised 9 Oct 2026 (this version, v2)] View PDF HTML (experimental) Abstract:Is the…
Locate, Judge, Read: Role-Specialized Tool Agents over a Knowledge-Point Index for Open-Domain Multimodal Document QA
[Submitted on 9 Oct 2026] View PDF HTML (experimental) Abstract:Question answering over large heterogeneous document collections requires first finding the…
COFFEQA: Counterfactual-Guided Few-Shot Distillation for LLM Question Answering
[Submitted on 9 Oct 2026] View PDF HTML (experimental) Abstract:Knowledge distillation aims to train a smaller student model to mimic…
BoundaryEvo: Data-Model Co-Evolution at the Capability Boundary for Long-Chain Reasoning Distillation
[Submitted on 9 Oct 2026] View PDF HTML (experimental) Abstract:Distilling long-chain reasoning trajectories from large teacher models provides an effective…
Let Large Language Models Judge Each Other: Multi-Agent Peer-Reviewed Reasoning for Medical Question Answering
[Submitted on 13 Jun 2026 (v1), last revised 9 Oct 2026 (this version, v2)] View PDF HTML (experimental) Abstract:Objective: To…
Experience Makes Skillful: Enabling Generalizable Medical Agent Reasoning via Self-Evolving Skill Memory
[Submitted on 8 Jun 2026 (v1), last revised 9 Oct 2026 (this version, v4)] Authors:Haoran Sun, Wenjie Li, Yujie Zhang,…
COBALT: Contextual Bandit Learning with Offline Trajectories for Multi-Turn Code Generation
[Submitted on 3 Feb 2026 (v1), last revised 8 Oct 2026 (this version, v2)] View PDF Abstract:Training large language models…
CircuitTree: Composing Circuits into A Syllable Transcriber
[Submitted on 7 Oct 2026] View PDF HTML (experimental) Abstract:The goal of circuit discovery is to decompose a monolithic neural…