大模型推理能力

Leveraging Prior Experience: An Expandable Auxiliary Knowledge Base for Text-to-SQL

Zhibo Chu, Zichong Wang, Qitao Qin

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.CL

IQLS: Framework for leveraging Metadata to enable Large Language Model based queries to complex, versatile Data

Sami Azirar, Hossam A. Gabbar, Chaouki Regoui

专题命中 复杂问题求解 ：planning(abstract)；分类 cs.AI

Tree-of-Table: Unleashing the Power of LLMs for Enhanced Large-Scale Table Understanding

Deyi Ji, Lanyun Zhu, Siqi Gao, Peng Xu, Hongtao Lu, Jieping Ye, Feng Zhao

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.CL

Quantifying and Mitigating Unimodal Biases in Multimodal Large Language Models: A Causal Perspective

Meiqi Chen, Yixin Cao, Yan Zhang, Chaochao Lu

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.CL

Exploring Advanced Large Language Models with LLMsuite

Giorgio Roffo

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.CL

Comments Keywords: Language Model Benchmarking, Pre-Trained LLM Comparison, LLM Performance Analysis, NLP Model Evaluation Tools, Public Dataset Inference for LLMs, BLEU and ROUGE Metrics for LLM, Open Source LLM Testing Tools, Large Language Model Evaluation Software, NLP Benchmarking Suite, Comprehensive LLM Evaluation Toolkit

OmAgent: A Multi-modal Agent Framework for Complex Video Understanding with Task Divide-and-Conquer

Lu Zhang, Tiancheng Zhao, Heting Ying, Yibo Ma, Kyusong Lee

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.CL

Evaluating Large Language Model Capability in Vietnamese Fact-Checking Data Generation

Long Truong To, Hung Tuan Le, Dat Van-Thanh Nguyen, Manh Trong Nguyen, Tri Thien Nguyen, Tin Van Huynh, Kiet Van Nguyen

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.CL

LLM-R: A Framework for Domain-Adaptive Maintenance Scheme Generation Combining Hierarchical Agents and RAG

Laifa Tao, Qixuan Huang, Xianjun Wu, Weiwei Zhang, Yunlong Wu, Bin Li, Chen Lu, Xingshuo Hai

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.LG

Comments 30 pages, 7 figures

Magentic-One: A Generalist Multi-Agent System for Solving Complex Tasks

Adam Fourney, Gagan Bansal, Hussein Mozannar, Cheng Tan, Eduardo Salinas, Erkang, Zhu, Friederike Niedtner, Grace Proebsting, Griffin Bassman, Jack Gerrits, Jacob Alber, Peter Chang, Ricky Loynd, Robert West, Victor Dibia, Ahmed Awadallah, Ece Kamar, Rafah Hosn, Saleema Amershi

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.AI

STEER: Flexible Robotic Manipulation via Dense Language Grounding

Laura Smith, Alex Irpan, Montserrat Gonzalez Arenas, Sean Kirmani, Dmitry Kalashnikov, Dhruv Shah, Ted Xiao

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.AI

Comments Project website: https://lauramsmith.github.io/steer/

Divide-and-Conquer Meets Consensus: Unleashing the Power of Functions in Code Generation

Jingchang Chen, Hongxuan Tang, Zheng Chu, Qianglong Chen, Zekun Wang, Ming Liu, Bing Qin

专题命中 复杂问题求解 ：planning(abstract)；分类 cs.CL

Comments NeurIPS 2024 oral

Matchmaker: Self-Improving Large Language Model Programs for Schema Matching

Nabeel Seedat, Mihaela van der Schaar

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.LG

Comments Accepted to NeurIPS 2024, GenAI for Health Workshop and Table Representation Learning Workshop

SOEN-101: Code Generation by Emulating Software Process Models Using Large Language Model Agents

Feng Lin, Dong Jae Kim, Tse-Husn, Chen

专题命中 复杂问题求解 ：chain-of-thought(abstract)；分类 cs.AI

Comments ICSE 2025

From News to Forecast: Integrating Event Analysis in LLM-Based Time Series Forecasting with Reflection

Xinlei Wang, Maike Feng, Jing Qiu, Jinjin Gu, Junhua Zhao

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.AI

Comments This paper has been accepted for NeurIPS 2024. Code and data are available at https://github.com/ameliawong1996/From_News_to_Forecast

Natural Language Inference Improves Compositionality in Vision-Language Models

Paola Cascante-Bonilla, Yu Hou, Yang Trista Cao, Hal Daumé, Rachel Rudinger

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.CL

Comments Project page: https://cece-vlm.github.io/

Are VLMs Really Blind

Ayush Singh, Mansi Gupta, Shivank Garg

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.CL

Comments 2 pages, 1 figure

Pelican: Correcting Hallucination in Vision-LLMs via Claim Decomposition and Program of Thought Verification

Pritish Sahu, Karan Sikka, Ajay Divakaran

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.CL

ImageInWords: Unlocking Hyper-Detailed Image Descriptions

Roopal Garg, Andrea Burns, Burcu Karagol Ayan, Yonatan Bitton, Ceslee Montgomery, Yasumasa Onoe, Andrew Bunner, Ranjay Krishna, Jason Baldridge, Radu Soricut

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.CL

Comments Webpage (https://google.github.io/imageinwords), GitHub (https://github.com/google/imageinwords), HuggingFace (https://huggingface.co/datasets/google/imageinwords)

On SCC-recursiveness in Quantitative Argumentation

Zongshun Wang, Yuping Shen

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.AI

Effective Instruction Parsing Plugin for Complex Logical Query Answering on Knowledge Graphs

Xingrui Zhuo, Jiapu Wang, Gongqing Wu, Shirui Pan, Xindong Wu

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.AI

Learning Precise, Contact-Rich Manipulation through Uncalibrated Tactile Skins

Venkatesh Pattabiraman, Yifeng Cao, Siddhant Haldar, Lerrel Pinto, Raunaq Bhirangi

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.AI

SimVG: A Simple Framework for Visual Grounding with Decoupled Multi-modal Fusion

Ming Dai, Lingfeng Yang, Yihao Xu, Zhenhua Feng, Wankou Yang

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.AI

Comments 24pages, 18figures, NeurIPS2024

GCoder: Improving Large Language Model for Generalized Graph Problem Solving

Qifan Zhang, Xiaobin Hong, Jianheng Tang, Nuo Chen, Yuhan Li, Wenzhong Li, Jing Tang, Jia Li

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.CL

Representational Analysis of Binding in Language Models

Qin Dai, Benjamin Heinzerling, Kentaro Inui

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.CL

Optimizing Large Language Models for Dynamic Constraints through Human-in-the-Loop Discriminators

Timothy Wei, Annabelle Miin, Anastasia Miin

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.AI

Playground v3: Improving Text-to-Image Alignment with Deep-Fusion Large Language Models

Bingchen Liu, Ehsan Akhgari, Alexander Visheratin, Aleks Kamko, Linmiao Xu, Shivam Shrirao, Chase Lambert, Joao Souza, Suhail Doshi, Daiqing Li

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.AI

Comments Project page: https://playground.com/pg-v3

ProSA: Assessing and Understanding the Prompt Sensitivity of LLMs

Jingming Zhuo, Songyang Zhang, Xinyu Fang, Haodong Duan, Dahua Lin, Kai Chen

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.CL

Comments EMNLP 2024, Findings

CtrlSynth: Controllable Image Text Synthesis for Data-Efficient Multimodal Learning

Qingqing Cao, Mahyar Najibi, Sachin Mehta

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.AI

AGENTiGraph: An Interactive Knowledge Graph Platform for LLM-based Chatbots Utilizing Private Data

Xinjie Zhao, Moritz Blum, Rui Yang, Boming Yang, Luis Márquez Carpintero, Mónica Pina-Navarro, Tony Wang, Xin Li, Huitao Li, Yanran Fu, Rongrong Wang, Juntao Zhang, Irene Li

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.AI

Comments 30 pages, 7 figures; Submitted to COLING 2025 System Demonstrations Track

Jigsaw Puzzles: Splitting Harmful Questions to Jailbreak Large Language Models

Hao Yang, Lizhen Qu, Ehsan Shareghi, Gholamreza Haffari

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.CL