大模型推理能力

Mitigating Large Language Model Hallucinations via Autonomous Knowledge Graph-based Retrofitting

Xinyan Guan, Yanjiang Liu, Hongyu Lin, Yaojie Lu, Ben He, Xianpei Han, Le Sun

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

Orca 2: Teaching Small Language Models How to Reason

Arindam Mitra, Luciano Del Corro, Shweti Mahajan, Andres Codas, Clarisse Simoes, Sahaj Agarwal, Xuxi Chen, Anastasia Razdaibiedina, Erik Jones, Kriti Aggarwal, Hamid Palangi, Guoqing Zheng, Corby Rosset, Hamed Khanpour, Ahmed Awadallah

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

Comments Added url to model weights fixed typo in Author name

Causal Structure Learning Supervised by Large Language Model

Taiyu Ban, Lyuzhou Chen, Derui Lyu, Xiangyu Wang, Huanhuan Chen

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

Automated title and abstract screening for scoping reviews using the GPT-4 Large Language Model

David Wilkins

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

Comments 12 pages, 4 figures

On the Discussion of Large Language Models: Symmetry of Agents and Interplay with Prompts

Qineng Wang, Zihao Wang, Ying Su, Yangqiu Song

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

Comments Working in progress, and code will be released soon

Integrating Graphs with Large Language Models: Methods and Prospects

Shirui Pan, Yizhen Zheng, Yixin Liu

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

Journal ref IEEE Intelligent System (2023)

FlashFFTConv: Efficient Convolutions for Long Sequences with Tensor Cores

Daniel Y. Fu, Hermann Kumbong, Eric Nguyen, Christopher Ré

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

Model-as-a-Service (MaaS): A Survey

Wensheng Gan, Shicheng Wan, Philip S. Yu

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

Comments Preprint. 3 figures, 1 tables

BRAINTEASER: Lateral Thinking Puzzles for Large Language Models

Yifan Jiang, Filip Ilievski, Kaixin Ma, Zhivar Sourati

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

Coverage-based Example Selection for In-Context Learning

Shivanshu Gupta, Matt Gardner, Sameer Singh

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

Comments Accepted to EMNLP 2023 (Findings) Changelog: Added acknowledgments

GPT-4V(ision) as a Generalist Evaluator for Vision-Language Tasks

Xinlu Zhang, Yujie Lu, Weizhi Wang, An Yan, Jun Yan, Lianke Qin, Heng Wang, Xifeng Yan, William Yang Wang, Linda Ruth Petzold

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

Coarse-to-Fine Contrastive Learning in Image-Text-Graph Space for Improved Vision-Language Compositionality

Harman Singh, Pengchuan Zhang, Qifan Wang, Mengjiao Wang, Wenhan Xiong, Jingfei Du, Yu Chen

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

Comments EMNLP 2023 (long paper, main conference)

Unveiling A Core Linguistic Region in Large Language Models

Jun Zhao, Zhihao Zhang, Yide Ma, Qi Zhang, Tao Gui, Luhui Gao, Xuanjing Huang

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

Comments Work on progress

Enhancing Retrieval-Augmented Large Language Models with Iterative Retrieval-Generation Synergy

Zhihong Shao, Yeyun Gong, Yelong Shen, Minlie Huang, Nan Duan, Weizhu Chen

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

Comments Preprint

SEER : A Knapsack approach to Exemplar Selection for In-Context HybridQA

Jonathan Tonglet, Manon Reusens, Philipp Borchert, Bart Baesens

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

Comments Camera ready revision for EMNLP 2023 main conference. Code available at https://github.com/jtonglet/SEER

Using Global Land Cover Product as Prompt for Cropland Mapping via Visual Foundation Model

Chao Tao, Aoran Hu, Rong Xiao, Haifeng Li, Yuze Wang

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

Empowering Psychotherapy with Large Language Models: Cognitive Distortion Detection through Diagnosis of Thought Prompting

Zhiyu Chen, Yujie Lu, William Yang Wang

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

Comments EMNLP 2023 Findings

Retrieval-Generation Synergy Augmented Large Language Models

Zhangyin Feng, Xiaocheng Feng, Dezhi Zhao, Maojin Yang, Bing Qin

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

Talk like a Graph: Encoding Graphs for Large Language Models

Bahare Fatemi, Jonathan Halcrow, Bryan Perozzi

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

Balancing Autonomy and Alignment: A Multi-Dimensional Taxonomy for Autonomous LLM-powered Multi-Agent Architectures

Thorsten Händler

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

TabPFN: A Transformer That Solves Small Tabular Classification Problems in a Second

Noah Hollmann, Samuel Müller, Katharina Eggensperger, Frank Hutter

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

Chat2Brain: A Method for Mapping Open-Ended Semantic Queries to Brain Activation Maps

Yaonai Wei, Tuo Zhang, Han Zhang, Tianyang Zhong, Lin Zhao, Zhengliang Liu, Chong Ma, Songyao Zhang, Muheng Shang, Lei Du, Xiao Li, Tianming Liu, Junwei Han

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

Comments 8 pages, 4 figures

SwinDocSegmenter: An End-to-End Unified Domain Adaptive Transformer for Document Instance Segmentation

Ayan Banerjee, Sanket Biswas, Josep Lladós, Umapada Pal

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

Comments Accepted to ICDAR 2023 (San Jose, California)

Going Beyond Nouns With Vision & Language Models Using Synthetic Data

Paola Cascante-Bonilla, Khaled Shehada, James Seale Smith, Sivan Doveh, Donghyun Kim, Rameswar Panda, Gül Varol, Aude Oliva, Vicente Ordonez, Rogerio Feris, Leonid Karlinsky

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

Comments Accepted to ICCV 2023. Project page: https://synthetic-vic.github.io/

Bridging the KB-Text Gap: Leveraging Structured Knowledge-aware Pre-training for KBQA

Guanting Dong, Rumei Li, Sirui Wang, Yupeng Zhang, Yunsen Xian, Weiran Xu

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

Comments Accepted as a short paper at CIKM 2023

RestGPT: Connecting Large Language Models with Real-World RESTful APIs

Yifan Song, Weimin Xiong, Dawei Zhu, Wenhao Wu, Han Qian, Mingbo Song, Hailiang Huang, Cheng Li, Ke Wang, Rong Yao, Ye Tian, Sujian Li

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

Comments Add RestBench to evaluate RestGPT

ViLLA: Fine-Grained Vision-Language Representation Learning from Real-World Data

Maya Varma, Jean-Benoit Delbrouck, Sarah Hooper, Akshay Chaudhari, Curtis Langlotz

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

Comments ICCV 2023

BOLAA: Benchmarking and Orchestrating LLM-augmented Autonomous Agents

Zhiwei Liu, Weiran Yao, Jianguo Zhang, Le Xue, Shelby Heinecke, Rithesh Murthy, Yihao Feng, Zeyuan Chen, Juan Carlos Niebles, Devansh Arpit, Ran Xu, Phil Mui, Huan Wang, Caiming Xiong, Silvio Savarese

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

Comments Preprint

A Comparative Study of Open-Source Large Language Models, GPT-4 and Claude 2: Multiple-Choice Test Taking in Nephrology

Sean Wu, Michael Koo, Lesley Blum, Andy Black, Liyo Kao, Fabien Scalzo, Ira Kurtz

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

Comments 7 pages, 3 figures, 1 table

Emotional Intelligence of Large Language Models

Xuena Wang, Xueting Li, Zi Yin, Yue Wu, Liu Jia

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

Comments 36 pages, 5 figures