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Academic · 약 1분

Search-P1: Path-Centric Reward Shaping for Stable and Efficient Agentic RAG Training

arXiv:2602.22576v1 Announce Type: new Abstract: Retrieval-Augmented Generation (RAG) enhances large language models (LLMs) by incorporating external knowledge, yet traditional single-round retrieval struggles with complex multi-step …

Tianle Xia, Ming Xu, Lingxiang Hu, Yiding Sun, Wenwei Li, Linfang Shang, Liqun Liu, Peng Shu, Huan Yu, Jie Jiang

조회수 31회 03.01

Academic · 약 1분

Towards Faithful Industrial RAG: A Reinforced Co-adaptation Framework for Advertising QA

arXiv:2602.22584v1 Announce Type: new Abstract: Industrial advertising question answering (QA) is a high-stakes task in which hallucinated content, particularly fabricated URLs, can lead to financial …

Wenwei Li, Ming Xu, Tianle Xia, Lingxiang Hu, Yiding Sun, Linfang Shang, Liqun Liu, Peng Shu, Huan Yu, Jie Jiang

조회수 44회 03.01

Academic · 약 1분

dLLM: Simple Diffusion Language Modeling

arXiv:2602.22661v1 Announce Type: new Abstract: Although diffusion language models (DLMs) are evolving quickly, many recent models converge on a set of shared components. These components, …

Zhanhui Zhou, Lingjie Chen, Hanghang Tong, Dawn Song

조회수 42회 03.01

Academic · 약 1분

Enhancing Persuasive Dialogue Agents by Synthesizing Cross-Disciplinary Communication Strategies

arXiv:2602.22696v1 Announce Type: new Abstract: Current approaches to developing persuasive dialogue agents often rely on a limited set of predefined persuasive strategies that fail to …

Shinnosuke Nozue, Yuto Nakano, Yotaro Watanabe, Meguru Takasaki, Shoji Moriya, Reina Akama, Jun Suzuki

조회수 33회 03.01

Academic · 약 1분

Combining Event Semantics and Degree semantics for Natural Language Inference

Izumi Haruta

조회수 38회 03.01

Academic · 약 1분

Reinforcing Real-world Service Agents: Balancing Utility and Cost in Task-oriented Dialogue

arXiv:2602.22697v1 Announce Type: new Abstract: The rapid evolution of Large Language Models (LLMs) has accelerated the transition from conversational chatbots to general agents. However, effectively …

Ning Gao, Wei Zhang, Yuqin Dai, Ling Shi, Ziyin Wang, Yujie Wang, Wei He, Jinpeng Wang, Chaozheng Wang

조회수 51회 02.28

Academic · 약 1분

Tokenization, Fusion and Decoupling: Bridging the Granularity Mismatch Between Large Language Models and Knowledge Graphs

arXiv:2602.22698v1 Announce Type: new Abstract: Leveraging Large Language Models (LLMs) for Knowledge Graph Completion (KGC) is promising but hindered by a fundamental granularity mismatch. LLMs …

Siyue Su, Jian Yang, Bo Li, Guanglin Niu

조회수 60회 02.28

Academic · 약 1분

Human Label Variation in Implicit Discourse Relation Recognition

arXiv:2602.22723v1 Announce Type: new Abstract: There is growing recognition that many NLP tasks lack a single ground truth, as human judgments reflect diverse perspectives. To …

Frances Yung, Daniil Ignatev, Merel Scholman, Vera Demberg, Massimo Poesio

조회수 50회 02.28

Academic · 약 1분

Extending Czech Aspect-Based Sentiment Analysis with Opinion Terms: Dataset and LLM Benchmarks

arXiv:2602.22730v1 Announce Type: new Abstract: This paper introduces a novel Czech dataset in the restaurant domain for aspect-based sentiment analysis (ABSA), enriched with annotations of …

Jakub \v{S}m\'id, Pavel P\v{r}ib\'a\v{n}, Pavel Kr\'al

조회수 55회 02.28

Academic · 약 1분

Towards Simulating Social Media Users with LLMs: Evaluating the Operational Validity of Conditioned Comment Prediction

arXiv:2602.22752v1 Announce Type: new Abstract: The transition of Large Language Models (LLMs) from exploratory tools to active "silicon subjects" in social science lacks extensive validation …

Nils Schwager, Simon M\"unker, Alistair Plum, Achim Rettinger

조회수 53회 02.28

Academic · 약 1분

AuditBench: Evaluating Alignment Auditing Techniques on Models with Hidden Behaviors

arXiv:2602.22755v1 Announce Type: new Abstract: We introduce AuditBench, an alignment auditing benchmark. AuditBench consists of 56 language models with implanted hidden behaviors. Each model has …

Abhay Sheshadri, Aidan Ewart, Kai Fronsdal, Isha Gupta, Samuel R. Bowman, Sara Price, Samuel Marks, Rowan Wang

조회수 47회 02.28

Academic · 약 1분

Towards Better RL Training Data Utilization via Second-Order Rollout

arXiv:2602.22765v1 Announce Type: new Abstract: Reinforcement Learning (RL) has empowered Large Language Models (LLMs) with strong reasoning capabilities, but vanilla RL mainly focuses on generation …

Zhe Yang, Yudong Wang, Rang Li, Zhifang Sui

조회수 49회 02.28

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