Geometric Analysis of Reasoning Trajectories: A Phase Space Approach to Understanding Valid and Invalid Multi-Hop Reasoning in LLMs

6 October 2024

Javier Marin

Papers citing "Geometric Analysis of Reasoning Trajectories: A Phase Space Approach to Understanding Valid and Invalid Multi-Hop Reasoning in LLMs"

27 / 77 papers shown

Title
Video-LLaVA: Learning United Visual Representation by Alignment Before Projection Bin Lin Yang Ye Bin Zhu Jiaxi Cui Munan Ning Peng Jin Li-ming Yuan VLM MLLM 312 666 0 16 Nov 2023
Improved Baselines with Visual Instruction Tuning Haotian Liu Chunyuan Li Yuheng Li Yong Jae Lee VLM MLLM 118 2,725 0 05 Oct 2023
LanguageBind: Extending Video-Language Pretraining to N-modality by Language-based Semantic Alignment Bin Zhu Bin Lin Munan Ning Yang Yan Jiaxi Cui ... Zongwei Li Wancai Zhang Zhifeng Li Wei Liu Liejie Yuan VLM MLLM 77 227 0 03 Oct 2023
MM-Vet: Evaluating Large Multimodal Models for Integrated Capabilities Weihao Yu Zhengyuan Yang Linjie Li Jianfeng Wang Kevin Qinghong Lin Zicheng Liu Xinchao Wang Lijuan Wang MLLM 102 691 0 04 Aug 2023
MMBench: Is Your Multi-modal Model an All-around Player? Yuanzhan Liu Haodong Duan Yuanhan Zhang Yue Liu Songyang Zhang ... Jiaqi Wang Conghui He Ziwei Liu Kai-xiang Chen Dahua Lin 95 1,019 0 12 Jul 2023
MME: A Comprehensive Evaluation Benchmark for Multimodal Large Language Models Chaoyou Fu Peixian Chen Yunhang Shen Yulei Qin Mengdan Zhang ... Xiawu Zheng Ke Li Xing Sun Zhenyu Qiu Rongrong Ji ELM MLLM 98 834 0 23 Jun 2023
Video-ChatGPT: Towards Detailed Video Understanding via Large Vision and Language Models Muhammad Maaz H. Rasheed Salman Khan Fahad Shahbaz Khan MLLM 109 632 0 08 Jun 2023
Evaluating Object Hallucination in Large Vision-Language Models Yifan Li Yifan Du Kun Zhou Jinpeng Wang Wayne Xin Zhao Ji-Rong Wen MLLM LRM 292 780 0 17 May 2023
InstructBLIP: Towards General-purpose Vision-Language Models with Instruction Tuning Wenliang Dai Junnan Li Dongxu Li A. M. H. Tiong Junqi Zhao Weisheng Wang Boyang Albert Li Pascale Fung Steven C. H. Hoi MLLM VLM 107 2,067 0 11 May 2023
MiniGPT-4: Enhancing Vision-Language Understanding with Advanced Large Language Models Deyao Zhu Jun Chen Xiaoqian Shen Xiang Li Mohamed Elhoseiny VLM MLLM 153 2,033 0 20 Apr 2023
Visual Instruction Tuning Haotian Liu Chunyuan Li Qingyang Wu Yong Jae Lee SyDa VLM MLLM 529 4,740 0 17 Apr 2023
Instruction Tuning with GPT-4 Baolin Peng Chunyuan Li Pengcheng He Michel Galley Jianfeng Gao SyDa ALM LM&MA 226 613 0 06 Apr 2023
GPT-4 Technical Report OpenAI OpenAI OpenAI Josh Achiam Steven Adler Sandhini Agarwal Lama Ahmad ... Shengjia Zhao Tianhao Zheng Juntang Zhuang William Zhuk Barret Zoph LLMAG MLLM 1.4K 14,359 0 15 Mar 2023
LLaMA: Open and Efficient Foundation Language Models Hugo Touvron Thibaut Lavril Gautier Izacard Xavier Martinet Marie-Anne Lachaux ... Faisal Azhar Aurelien Rodriguez Armand Joulin Edouard Grave Guillaume Lample ALM PILM 1.5K 13,247 0 27 Feb 2023
BLIP-2: Bootstrapping Language-Image Pre-training with Frozen Image Encoders and Large Language Models Junnan Li Dongxu Li Silvio Savarese Steven C. H. Hoi VLM MLLM 426 4,563 0 30 Jan 2023
Token Merging: Your ViT But Faster Daniel Bolya Cheng-Yang Fu Xiaoliang Dai Peizhao Zhang Christoph Feichtenhofer Judy Hoffman MoMe 103 458 0 17 Oct 2022
Learn to Explain: Multimodal Reasoning via Thought Chains for Science Question Answering Pan Lu Swaroop Mishra Tony Xia Liang Qiu Kai-Wei Chang Song-Chun Zhu Oyvind Tafjord Peter Clark Ashwin Kalyan ELM ReLM LRM 278 1,245 0 20 Sep 2022
FlashAttention: Fast and Memory-Efficient Exact Attention with IO-Awareness Tri Dao Daniel Y. Fu Stefano Ermon Atri Rudra Christopher Ré VLM 226 2,233 0 27 May 2022
Flamingo: a Visual Language Model for Few-Shot Learning Jean-Baptiste Alayrac Jeff Donahue Pauline Luc Antoine Miech Iain Barr ... Mikolaj Binkowski Ricardo Barreira Oriol Vinyals Andrew Zisserman Karen Simonyan MLLM VLM 382 3,542 0 29 Apr 2022
A ConvNet for the 2020s Zhuang Liu Hanzi Mao Chaozheng Wu Christoph Feichtenhofer Trevor Darrell Saining Xie ViT 162 5,171 0 10 Jan 2022
GLM: General Language Model Pretraining with Autoregressive Blank Infilling Zhengxiao Du Yujie Qian Xiao Liu Ming Ding J. Qiu Zhilin Yang Jie Tang BDL AI4CE 135 1,545 0 18 Mar 2021
Language Models are Few-Shot Learners Tom B. Brown Benjamin Mann Nick Ryder Melanie Subbiah Jared Kaplan ... Christopher Berner Sam McCandlish Alec Radford Ilya Sutskever Dario Amodei BDL 789 42,055 0 28 May 2020
ActivityNet-QA: A Dataset for Understanding Complex Web Videos via Question Answering Zhou Yu D. Xu Jun-chen Yu Ting Yu Zhou Zhao Yueting Zhuang Dacheng Tao 107 464 0 06 Jun 2019
Towards VQA Models That Can Read Amanpreet Singh Vivek Natarajan Meet Shah Yu Jiang Xinlei Chen Dhruv Batra Devi Parikh Marcus Rohrbach EgoV 82 1,218 0 18 Apr 2019
Attention Is All You Need Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 701 131,652 0 12 Jun 2017
TGIF-QA: Toward Spatio-Temporal Reasoning in Visual Question Answering Y. Jang Yale Song Youngjae Yu Youngjin Kim Gunhee Kim 75 558 0 14 Apr 2017
Making the V in VQA Matter: Elevating the Role of Image Understanding in Visual Question Answering Yash Goyal Tejas Khot D. Summers-Stay Dhruv Batra Devi Parikh CoGe 342 3,246 0 02 Dec 2016