2026
ConSieve: Constraint-Sensitive Evidence Selection for RAG Context Compression
Under review 2026
ConSieve uses counterfactual supervision to select evidence that satisfies answer-critical query constraints during RAG context compression.
ConSieve: Constraint-Sensitive Evidence Selection for RAG Context Compression
Under review 2026
ConSieve uses counterfactual supervision to select evidence that satisfies answer-critical query constraints during RAG context compression.
Different Forms of Paper Novelty Receive Uneven Recognition
Under review 2026
This study examines how human-rated and language-derived forms of novelty relate to citations and public attention in NLP and machine learning.
Different Forms of Paper Novelty Receive Uneven Recognition
Under review 2026
This study examines how human-rated and language-derived forms of novelty relate to citations and public attention in NLP and machine learning.
AgentPersonaBench: Benchmarking Persona-Driven User Simulation
Under review 2026
AgentPersonaBench evaluates whether latent persona traits guide agents' observable behavior across survey, chat, web, and desktop application tasks.
AgentPersonaBench: Benchmarking Persona-Driven User Simulation
Under review 2026
AgentPersonaBench evaluates whether latent persona traits guide agents' observable behavior across survey, chat, web, and desktop application tasks.
Competitive Research with Enforced Methodological Diversity Improves Budgeted Automated Research
Under review 2026
CRED combines enforced methodological diversity with live competition between research agents to improve automated research under limited time and evaluation budgets.
Competitive Research with Enforced Methodological Diversity Improves Budgeted Automated Research
Under review 2026
CRED combines enforced methodological diversity with live competition between research agents to improve automated research under limited time and evaluation budgets.
2025
UNSEEN: Enhancing Dataset Pruning from a Generalization Perspective
Furui Xu, Shaobo Wang, Jiajun Zhang, Chenghao Sun, Haixiang Tang, Linfeng Zhang
AAAI 2026 Poster
We conduct dataset pruning from the perspective of generalization.
UNSEEN: Enhancing Dataset Pruning from a Generalization Perspective
Furui Xu, Shaobo Wang, Jiajun Zhang, Chenghao Sun, Haixiang Tang, Linfeng Zhang
AAAI 2026 Poster
We conduct dataset pruning from the perspective of generalization.