语言大模型 / LLM

Automating the Enterprise with Foundation Models

Michael Wornow, Avanika Narayan, Krista Opsahl-Ong, Quinn McIntyre, Nigam H. Shah, Christopher Re

专题命中 推理与问题求解 ：foundation model(title,abstract)；分类 cs.AI、cs.LG

Honest Students from Untrusted Teachers: Learning an Interpretable Question-Answering Pipeline from a Pretrained Language Model

Jacob Eisenstein, Daniel Andor, Bernd Bohnet, Michael Collins, David Mimno

专题命中 推理与问题求解 ：language model(title,abstract)；分类 cs.CL、cs.LG

Comments added details about a human evaluation

Stance Detection with Collaborative Role-Infused LLM-Based Agents

Xiaochong Lan, Chen Gao, Depeng Jin, Yong Li

专题命中 推理与问题求解 ：LLM(title,abstract)；分类 cs.CL、cs.AI

MLAgentBench: Evaluating Language Agents on Machine Learning Experimentation

Qian Huang, Jian Vora, Percy Liang, Jure Leskovec

专题命中 推理与问题求解 ：language agent(title)；language model(abstract)；分类 cs.AI、cs.LG

Towards Foundation Models for Knowledge Graph Reasoning

Mikhail Galkin, Xinyu Yuan, Hesham Mostafa, Jian Tang, Zhaocheng Zhu

专题命中 推理与问题求解 ：foundation model(title,abstract)；分类 cs.CL、cs.AI

Comments ICLR 2024

Towards Grounded Visual Spatial Reasoning in Multi-Modal Vision Language Models

Navid Rajabi, Jana Kosecka

专题命中 推理与问题求解 ：language model(title,abstract)；分类 cs.CL、cs.LG

Comments Accepted to DMLR @ ICLR 2024

Pre-trained Language Model with Prompts for Temporal Knowledge Graph Completion

Wenjie Xu, Ben Liu, Miao Peng, Xu Jia, Min Peng

专题命中 推理与问题求解 ：language model(title,abstract)；分类 cs.CL、cs.AI

Comments Accepted to Findings of ACL 2023

The Counterfeit Conundrum: Can Code Language Models Grasp the Nuances of Their Incorrect Generations?

Alex Gu, Wen-Ding Li, Naman Jain, Theo X. Olausson, Celine Lee, Koushik Sen, Armando Solar-Lezama

专题命中 推理与问题求解 ：language model(title,abstract)；分类 cs.AI、cs.LG

Comments 54 pages, 25 figures

Rethinking the Bounds of LLM Reasoning: Are Multi-Agent Discussions the Key?

Qineng Wang, Zihao Wang, Ying Su, Hanghang Tong, Yangqiu Song

专题命中 推理与问题求解 ：LLM(title,abstract)；分类 cs.CL、cs.AI

Comments 22 pages, 5 figures, 10 tables

Reasoning before Comparison: LLM-Enhanced Semantic Similarity Metrics for Domain Specialized Text Analysis

Shaochen Xu, Zihao Wu, Huaqin Zhao, Peng Shu, Zhengliang Liu, Wenxiong Liao, Sheng Li, Andrea Sikora, Tianming Liu, Xiang Li

专题命中 推理与问题求解 ：LLM(title,abstract)；分类 cs.CL、cs.AI

SemPool: Simple, robust, and interpretable KG pooling for enhancing language models

Costas Mavromatis, Petros Karypis, George Karypis

专题命中 推理与问题求解 ：language model(title,abstract)；分类 cs.CL、cs.AI

Formally Specifying the High-Level Behavior of LLM-Based Agents

Maxwell Crouse, Ibrahim Abdelaziz, Ramon Astudillo, Kinjal Basu, Soham Dan, Sadhana Kumaravel, Achille Fokoue, Pavan Kapanipathi, Salim Roukos, Luis Lastras

专题命中 推理与问题求解 ：LLM(title,abstract)；分类 cs.CL、cs.AI

Comments Preprint under review

VELMA: Verbalization Embodiment of LLM Agents for Vision and Language Navigation in Street View

Raphael Schumann, Wanrong Zhu, Weixi Feng, Tsu-Jui Fu, Stefan Riezler, William Yang Wang

专题命中 推理与问题求解 ：LLM(title,abstract)；分类 cs.CL、cs.AI

Comments Accepted at AAAI 2024

SpatialVLM: Endowing Vision-Language Models with Spatial Reasoning Capabilities

Boyuan Chen, Zhuo Xu, Sean Kirmani, Brian Ichter, Danny Driess, Pete Florence, Dorsa Sadigh, Leonidas Guibas, Fei Xia

专题命中 推理与问题求解 ：language model(title,abstract)；分类 cs.CL、cs.LG

LLMs for Relational Reasoning: How Far are We?

Zhiming Li, Yushi Cao, Xiufeng Xu, Junzhe Jiang, Xu Liu, Yon Shin Teo, Shang-wei Lin, Yang Liu

专题命中 推理与问题求解 ：large language model(abstract,comments)；language model(abstract,comments)；prompting(abstract)；分类 cs.CL、cs.AI

Comments Accepted by The First International Workshop on Large Language Models for Code (ICSE 2024)

ReasoningLM: Enabling Structural Subgraph Reasoning in Pre-trained Language Models for Question Answering over Knowledge Graph

Jinhao Jiang, Kun Zhou, Wayne Xin Zhao, Yaliang Li, Ji-Rong Wen

专题命中 推理与问题求解 ：language model(title,abstract)；分类 cs.CL、cs.AI

Comments EMNLP-23-Main; simple but effective SOTA on CWQ under a weak-supervised setting

On the Road with GPT-4V(ision): Early Explorations of Visual-Language Model on Autonomous Driving

Licheng Wen, Xuemeng Yang, Daocheng Fu, Xiaofeng Wang, Pinlong Cai, Xin Li, Tao Ma, Yingxuan Li, Linran Xu, Dengke Shang, Zheng Zhu, Shaoyan Sun, Yeqi Bai, Xinyu Cai, Min Dou, Shuanglu Hu, Botian Shi, Yu Qiao

专题命中 推理与问题求解 ：language model(title,abstract)；分类 cs.CL、cs.AI

MSG-BART: Multi-granularity Scene Graph-Enhanced Encoder-Decoder Language Model for Video-grounded Dialogue Generation

Hongcheng Liu, Zhe Chen, Hui Li, Pingjie Wang, Yanfeng Wang, Yu Wang

专题命中 推理与问题求解 ：language model(title,abstract)；分类 cs.CL、cs.AI

Comments 5 pages,3 figures

Exploring the Numerical Reasoning Capabilities of Language Models: A Comprehensive Analysis on Tabular Data

Mubashara Akhtar, Abhilash Shankarampeta, Vivek Gupta, Arpit Patil, Oana Cocarascu, Elena Simperl

专题命中 推理与问题求解 ：language model(title,abstract)；分类 cs.CL、cs.LG

Comments Accepted at EMNLP 2023 (Findings)

What's "up" with vision-language models? Investigating their struggle with spatial reasoning

Amita Kamath, Jack Hessel, Kai-Wei Chang

专题命中 推理与问题求解 ：language model(title)；pretraining(abstract)；分类 cs.CL、cs.LG

Comments EMNLP 2023

ROME: Evaluating Pre-trained Vision-Language Models on Reasoning beyond Visual Common Sense

Kankan Zhou, Eason Lai, Wei Bin Au Yeong, Kyriakos Mouratidis, Jing Jiang

专题命中 推理与问题求解 ：language model(title,abstract)；分类 cs.CL、cs.AI

Comments This is the camera-ready version of the paper that will be published in the EMNLP 2023 Findings (Singapore, 6-10 December 2023)

Knowledge-Augmented Language Model Verification

Jinheon Baek, Soyeong Jeong, Minki Kang, Jong C. Park, Sung Ju Hwang

专题命中 推理与问题求解 ：language model(title,abstract)；分类 cs.CL、cs.LG

Comments EMNLP 2023

Towards A Unified Agent with Foundation Models

Norman Di Palo, Arunkumar Byravan, Leonard Hasenclever, Markus Wulfmeier, Nicolas Heess, Martin Riedmiller

专题命中 推理与问题求解 ：foundation model(title)；language model(abstract)；分类 cs.AI、cs.LG

Recursion of Thought: A Divide-and-Conquer Approach to Multi-Context Reasoning with Language Models

Soochan Lee, Gunhee Kim

专题命中 推理与问题求解 ：language model(title,abstract)；分类 cs.CL、cs.AI

Comments ACL 2023 (short, findings)

A Causal Framework to Quantify the Robustness of Mathematical Reasoning with Language Models

Alessandro Stolfo, Zhijing Jin, Kumar Shridhar, Bernhard Schölkopf, Mrinmaya Sachan

专题命中 推理与问题求解 ：language model(title,abstract)；分类 cs.CL、cs.LG

Comments ACL 2023. A shorter version of the paper was accepted at the MATH-AI Workshop at NeurIPS 2022. 15 pages, 8 figures

Triggering Multi-Hop Reasoning for Question Answering in Language Models using Soft Prompts and Random Walks

Kanishka Misra, Cicero Nogueira dos Santos, Siamak Shakeri

专题命中 推理与问题求解 ：language model(title,abstract)；分类 cs.CL、cs.AI

Comments Findings of ACL 2023

Ask an Expert: Leveraging Language Models to Improve Strategic Reasoning in Goal-Oriented Dialogue Models

Qiang Zhang, Jason Naradowsky, Yusuke Miyao

专题命中 推理与问题求解 ：language model(title)；LLM(abstract)；分类 cs.CL、cs.AI

Comments Accepted in Findings of the Association for Computational Linguistics: ACL 2023

Structural Ambiguity and its Disambiguation in Language Model Based Parsers: the Case of Dutch Clause Relativization

Gijs Wijnholds, Michael Moortgat

专题命中 推理与问题求解 ：language model(title,abstract)；分类 cs.CL、cs.AI

Case-Based Reasoning with Language Models for Classification of Logical Fallacies

Zhivar Sourati, Filip Ilievski, Hông-Ân Sandlin, Alain Mermoud

专题命中 推理与问题求解 ：language model(title,abstract)；分类 cs.CL、cs.AI

Dialectical language model evaluation: An initial appraisal of the commonsense spatial reasoning abilities of LLMs

Anthony G Cohn, Jose Hernandez-Orallo

专题命中 推理与问题求解 ：language model(title,abstract)；分类 cs.CL、cs.AI

Comments 11 pages in main paper + 71 pages in appendix