Academic

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Academic · 1 min

Learning When to Sample: Confidence-Aware Self-Consistency for Efficient LLM Chain-of-Thought Reasoning

arXiv:2603.08999v1 Announce Type: new Abstract: Large language models (LLMs) achieve strong reasoning performance through chain-of-thought (CoT) reasoning, yet often generate unnecessarily long reasoning paths that …

Juming Xiong, Kevin Guo, Congning Ni, Chao Yan, Katherine Brown, Avinash Baidya, Xiang Gao, Bradley Marlin, Zhijun Yin

14 views Mar 11

Academic · 1 min

LooComp: Leverage Leave-One-Out Strategy to Encoder-only Transformer for Efficient Query-aware Context Compression

arXiv:2603.09222v1 Announce Type: new Abstract: Efficient context compression is crucial for improving the accuracy and scalability of question answering. For the efficiency of Retrieval Augmented …

Thao Do, Dinh Phu Tran, An Vo, Seon Kwon Kim, Daeyoung Kim

34 views Mar 11

Academic · 1 min

Think Before You Lie: How Reasoning Improves Honesty

arXiv:2603.09957v1 Announce Type: new Abstract: While existing evaluations of large language models (LLMs) measure deception rates, the underlying conditions that give rise to deceptive behavior …

Ann Yuan, Asma Ghandeharioun, Carter Blum, Alicia Machado, Jessica Hoffmann, Daphne Ippolito, Martin Wattenberg, Lucas Dixon, Katja Filippova

30 views Mar 11

Academic · 1 min

Deep Tabular Research via Continual Experience-Driven Execution

arXiv:2603.09151v1 Announce Type: new Abstract: Large language models often struggle with complex long-horizon analytical tasks over unstructured tables, which typically feature hierarchical and bidirectional headers …

Junnan Dong, Chuang Zhou, Zheng Yuan, Yifei Yu, Siyu An, Di Yin, Xing Sun, Feiyue Huang

35 views Mar 11

Academic · 1 min

Curveball Steering: The Right Direction To Steer Isn't Always Linear

arXiv:2603.09313v1 Announce Type: new Abstract: Activation steering is a widely used approach for controlling large language model (LLM) behavior by intervening on internal representations. Existing …

Shivam Raval, Hae Jin Song, Linlin Wu, Abir Harrasse, Jeff Phillips, Amirali Abdullah

24 views Mar 11

Academic · 1 min

DEO: Training-Free Direct Embedding Optimization for Negation-Aware Retrieval

arXiv:2603.09185v1 Announce Type: new Abstract: Recent advances in Large Language Models (LLMs) and Retrieval-Augmented Generation (RAG) have enabled diverse retrieval methods. However, existing retrieval methods …

Taegyeong Lee, Jiwon Park, Seunghyun Hwang, JooYoung Jang

35 views Mar 11

Academic · 1 min

Quantifying and extending the coverage of spatial categorization data sets

arXiv:2603.09373v1 Announce Type: new Abstract: Variation in spatial categorization across languages is often studied by eliciting human labels for the relations depicted in a set …

Wanchun Li, Alexandra Carstensen, Yang Xu, Terry Regier, Charles Kemp

50 views Mar 11

Academic · 1 min

DataFactory: Collaborative Multi-Agent Framework for Advanced Table Question Answering

arXiv:2603.09152v1 Announce Type: new Abstract: Table Question Answering (TableQA) enables natural language interaction with structured tabular data. However, existing large language model (LLM) approaches face …

Tong Wang, Chi Jin, Yongkang Chen, Huan Deng, Xiaohui Kuang, Gang Zhao

50 views Mar 11

Academic · 1 min

MiniAppBench: Evaluating the Shift from Text to Interactive HTML Responses in LLM-Powered Assistants

arXiv:2603.09652v1 Announce Type: new Abstract: With the rapid advancement of Large Language Models (LLMs) in code generation, human-AI interaction is evolving from static text responses …

Zuhao Zhang, Chengyue Yu, Yuante Li, Chenyi Zhuang, Linjian Mo, Shuai Li

26 views Mar 11

Academic · 1 min

A Consensus-Driven Multi-LLM Pipeline for Missing-Person Investigations

arXiv:2603.08954v1 Announce Type: new Abstract: The first 72 hours of a missing-person investigation are critical for successful recovery. Guardian is an end-to-end system designed to …

Joshua Castillo, Ravi Mukkamala

68 views Mar 11

Academic · 1 min

Evaluate-as-Action: Self-Evaluated Process Rewards for Retrieval-Augmented Agents

arXiv:2603.09203v1 Announce Type: new Abstract: Retrieval-augmented agents can query external evidence, yet their reliability in multi-step reasoning remains limited: noisy retrieval may derail multi-hop question …

Jiangming Shu, Yuxiang Zhang, Ye Ma, Xueyuan Lin, Jitao Sang

26 views Mar 11

Academic · 1 min

Social-R1: Towards Human-like Social Reasoning in LLMs

arXiv:2603.09249v1 Announce Type: new Abstract: While large language models demonstrate remarkable capabilities across numerous domains, social intelligence - the capacity to perceive social cues, infer …

Jincenzi Wu, Yuxuan Lei, Jianxun Lian, Yitian Huang, Lexin Zhou, Haotian Li, Xing Xie, Helen Meng

18 views Mar 11

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Academic

Learning When to Sample: Confidence-Aware Self-Consistency for Efficient LLM Chain-of-Thought Reasoning

LooComp: Leverage Leave-One-Out Strategy to Encoder-only Transformer for Efficient Query-aware Context Compression

Think Before You Lie: How Reasoning Improves Honesty

Deep Tabular Research via Continual Experience-Driven Execution

Curveball Steering: The Right Direction To Steer Isn't Always Linear

DEO: Training-Free Direct Embedding Optimization for Negation-Aware Retrieval

Quantifying and extending the coverage of spatial categorization data sets

DataFactory: Collaborative Multi-Agent Framework for Advanced Table Question Answering

MiniAppBench: Evaluating the Shift from Text to Interactive HTML Responses in LLM-Powered Assistants

A Consensus-Driven Multi-LLM Pipeline for Missing-Person Investigations

Evaluate-as-Action: Self-Evaluated Process Rewards for Retrieval-Augmented Agents

Social-R1: Towards Human-like Social Reasoning in LLMs

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