Title
CaLM: Contrasting Large and Small Language Models to Verify Grounded Generation I-Hung Hsu Zifeng Wang Long T. Le Lesly Miculicich Nanyun Peng Chen-Yu Lee Tomas Pfister HILM 29 4 0 08 Jun 2024
VISTA: Visualized Text Embedding For Universal Multi-Modal Retrieval Junjie Zhou Zheng Liu Shitao Xiao Bo Zhao Yongping Xiong 48 21 0 06 Jun 2024
Jina CLIP: Your CLIP Model Is Also Your Text Retriever Andreas Koukounas Georgios Mastrapas Michael Gunther Bo Wang Scott Martens ... Saahil Ognawala Susana Guzman Maximilian Werk Nan Wang Han Xiao VLM 27 16 0 30 May 2024
Peering into the Mind of Language Models: An Approach for Attribution in Contextual Question Answering Anirudh Phukan Shwetha Somasundaram Apoorv Saxena Koustava Goswami Balaji Vasan Srinivasan 32 8 0 28 May 2024
Recent advances in text embedding: A Comprehensive Review of Top-Performing Methods on the MTEB Benchmark Hongliu Cao AI4TS 35 11 0 27 May 2024
NV-Embed: Improved Techniques for Training LLMs as Generalist Embedding Models Chankyu Lee Rajarshi Roy Mengyao Xu Jonathan Raiman M. Shoeybi Bryan Catanzaro Ming-Yu Liu RALM 54 139 0 27 May 2024
Intruding with Words: Towards Understanding Graph Injection Attacks at the Text Level Runlin Lei Yuwei Hu Yuchen Ren Zhewei Wei 40 2 0 26 May 2024
AGRaME: Any-Granularity Ranking with Multi-Vector Embeddings R. Reddy Omar Attia Yunyao Li Heng Ji Saloni Potdar 32 1 0 23 May 2024
HippoRAG: Neurobiologically Inspired Long-Term Memory for Large Language Models Bernal Jiménez Gutiérrez Yiheng Shu Yu Gu Michihiro Yasunaga Yu-Chuan Su RALM CLL 68 33 0 23 May 2024
Atomic Self-Consistency for Better Long Form Generations Raghuveer Thirukovalluru Yukun Huang Bhuwan Dhingra 32 5 0 21 May 2024
Lockpicking LLMs: A Logit-Based Jailbreak Using Token-level Manipulation Yuxi Li Yi Liu Yuekang Li Ling Shi Gelei Deng Shengquan Chen Kailong Wang 43 12 0 20 May 2024
PL-MTEB: Polish Massive Text Embedding Benchmark Rafal Po'swiata Slawomir Dadas Michal Perelkiewicz 32 4 0 16 May 2024
LLMs can learn self-restraint through iterative self-reflection Alexandre Piché Aristides Milios Dzmitry Bahdanau Chris Pal 43 5 0 15 May 2024
GREEN: Generative Radiology Report Evaluation and Error Notation Sophie Ostmeier Justin Xu Zhihong Chen Maya Varma Louis Blankemeier ... Arne Edward Michalson Michael E. Moseley Curtis P. Langlotz Akshay S. Chaudhari Jean-Benoit Delbrouck MedIm 38 20 0 06 May 2024
BMRetriever: Tuning Large Language Models as Better Biomedical Text Retrievers Ran Xu Wenqi Shi Yue Yu Yuchen Zhuang Yanqiao Zhu M. D. Wang Joyce C. Ho Chao Zhang Carl Yang LM&MA 40 19 0 29 Apr 2024
Best-of-Venom: Attacking RLHF by Injecting Poisoned Preference Data Tim Baumgärtner Yang Gao Dana Alon Donald Metzler AAML 25 18 0 08 Apr 2024
Generative Retrieval as Multi-Vector Dense Retrieval Shiguang Wu Wenda Wei Mengqi Zhang Zhumin Chen Jun Ma Zhaochun Ren Maarten de Rijke Pengjie Ren 3DV 29 7 0 31 Mar 2024
Gecko: Versatile Text Embeddings Distilled from Large Language Models Jinhyuk Lee Zhuyun Dai Xiaoqi Ren Blair Chen Daniel Cer ... Aditya Kusupati Prateek Jain Siddhartha Reddy Jonnalagadda Ming-Wei Chang Iftekhar Naim RALM VLM SyDa 48 41 0 29 Mar 2024
Domain Adaptation of Multilingual Semantic Search -- Literature Review Anna Bringmann Anastasia Zhukova VLM 32 0 0 05 Feb 2024
Nomic Embed: Training a Reproducible Long Context Text Embedder Zach Nussbaum John X. Morris Brandon Duderstadt Andriy Mulyar 21 95 0 02 Feb 2024
RAG vs Fine-tuning: Pipelines, Tradeoffs, and a Case Study on Agriculture M. A. D. L. Balaguer Vinamra Benara Renato Luiz de Freitas Cunha Roberto de M. Estevao Filho Todd Hendry ... Morris Sharp B. Silva Swati Sharma Vijay Aski Ranveer Chandra FaML 35 81 0 16 Jan 2024
Data-CUBE: Data Curriculum for Instruction-based Sentence Representation Learning Yingqian Min Kun Zhou Dawei Gao Wayne Xin Zhao He Hu Yaliang Li 26 1 0 07 Jan 2024
Boot and Switch: Alternating Distillation for Zero-Shot Dense Retrieval Fan Jiang Qiongkai Xu Tom Drummond Trevor Cohn 21 2 0 27 Nov 2023
Effective Large Language Model Adaptation for Improved Grounding and Citation Generation Xi Ye Ruoxi Sun Sercan Ö. Arik Tomas Pfister HILM 31 25 0 16 Nov 2023
Leveraging LLMs for Synthesizing Training Data Across Many Languages in Multilingual Dense Retrieval Nandan Thakur Jianmo Ni Gustavo Hernández Ábrego John Wieting Jimmy J. Lin Daniel Cer RALM 31 12 0 10 Nov 2023
Reliable Academic Conference Question Answering: A Study Based on Large Language Model Zhiwei Huang Long Jin Junjie Wang Mingchen Tu Yin Hua Zhiqiang Liu Jiawei Meng Hua-zeng Chen Wen Zhang 26 0 0 19 Oct 2023
Investigating semantic subspaces of Transformer sentence embeddings through linear structural probing Dmitry Nikolaev Sebastian Padó 46 5 0 18 Oct 2023
A Comprehensive Evaluation of Tool-Assisted Generation Strategies Alon Jacovi Avi Caciularu Jonathan Herzig Roee Aharoni Bernd Bohnet Mor Geva ELM 31 6 0 16 Oct 2023
Text Embeddings Reveal (Almost) As Much As Text John X. Morris Volodymyr Kuleshov Vitaly Shmatikov Alexander M. Rush RALM 28 94 0 10 Oct 2023
Siren's Song in the AI Ocean: A Survey on Hallucination in Large Language Models Yue Zhang Yafu Li Leyang Cui Deng Cai Lemao Liu ... Longyue Wang A. Luu Wei Bi Freda Shi Shuming Shi RALM LRM HILM 46 520 0 03 Sep 2023
MEMORY-VQ: Compression for Tractable Internet-Scale Memory Yury Zemlyanskiy Michiel de Jong Luke Vilnis Santiago Ontañón William W. Cohen Sumit Sanghai Joshua Ainslie RALM MQ 35 0 0 28 Aug 2023
Towards General Text Embeddings with Multi-stage Contrastive Learning Zehan Li Xin Zhang Yanzhao Zhang Dingkun Long Pengjun Xie Meishan Zhang 56 342 0 07 Aug 2023
Text2KGBench: A Benchmark for Ontology-Driven Knowledge Graph Generation from Text Nandana Mihindukulasooriya Sanju Tiwari Carlos F. Enguix K. Lata 31 52 0 04 Aug 2023
Generator-Retriever-Generator Approach for Open-Domain Question Answering Abdelrahman Abdallah Adam Jatowt RALM 28 10 0 21 Jul 2023
Large Language Models as Tax Attorneys: A Case Study in Legal Capabilities Emergence John J. Nay David Karamardian Sarah Lawsky Wenting Tao Meghana Moorthy Bhat Raghav Jain Aaron Travis Lee Jonathan H. Choi Jungo Kasai ELM AILaw 24 57 0 12 Jun 2023
SamToNe: Improving Contrastive Loss for Dual Encoder Retrieval Models with Same Tower Negatives Fedor Moiseev Gustavo Hernández Ábrego Peter Dornbach I. Zitouni Enrique Alfonseca Zhe Dong 29 6 0 05 Jun 2023
NAIL: Lexical Retrieval Indices with Efficient Non-Autoregressive Decoders Livio Baldini Soares D. Gillick Jeremy R. Cole Tom Kwiatkowski 26 1 0 23 May 2023
Exploring Contrast Consistency of Open-Domain Question Answering Systems on Minimally Edited Questions Zhihan Zhang W. Yu Zheng Ning Mingxuan Ju Meng Jiang 24 4 0 23 May 2023
FActScore: Fine-grained Atomic Evaluation of Factual Precision in Long Form Text Generation Sewon Min Kalpesh Krishna Xinxi Lyu M. Lewis Wen-tau Yih Pang Wei Koh Mohit Iyyer Luke Zettlemoyer Hannaneh Hajishirzi HILM ALM 56 606 0 23 May 2023
Dr.ICL: Demonstration-Retrieved In-context Learning Man Luo Xin Xu Zhuyun Dai Panupong Pasupat Mehran Kazemi Chitta Baral Vaiva Imbrasaite Vincent Zhao RALM 26 48 0 23 May 2023
A Comprehensive Survey of Sentence Representations: From the BERT Epoch to the ChatGPT Era and Beyond Abhinav Ramesh Kashyap Thang-Tung Nguyen Viktor Schlegel Stefan Winkler See-Kiong Ng Soujanya Poria AI4TS 3DV SSL 34 6 0 22 May 2023
How Does Generative Retrieval Scale to Millions of Passages? Ronak Pradeep Kai Hui Jai Gupta Á. Lelkes Honglei Zhuang Jimmy J. Lin Donald Metzler Vinh Q. Tran RALM 23 63 0 19 May 2023
BERM: Training the Balanced and Extractable Representation for Matching to Improve Generalization Ability of Dense Retrieval Shicheng Xu Liang Pang Huawei Shen Xueqi Cheng 13 11 0 18 May 2023
Leveraging Large Language Models in Conversational Recommender Systems Luke Friedman Sameer Ahuja David Allen Zhenning Tan Hakim Sidahmed ... Ajay Patel Harsh Lara Brian Chu Zexiang Chen Manoj Kumar Tiwari 32 102 0 13 May 2023
Synergistic Interplay between Search and Large Language Models for Information Retrieval Jiazhan Feng Chongyang Tao Xiubo Geng Tao Shen Can Xu Guodong Long Dongyan Zhao Daxin Jiang KELM 55 5 0 12 May 2023
Pre-trained Embeddings for Entity Resolution: An Experimental Analysis [Experiment, Analysis & Benchmark] Alexandros Zeakis G. Papadakis Dimitrios Skoutas Manolis Koubarakis 29 37 0 24 Apr 2023
Rethinking the Role of Token Retrieval in Multi-Vector Retrieval Jinhyuk Lee Zhuyun Dai Sai Meher Karthik Duddu Tao Lei Iftekhar Naim Ming-Wei Chang Vincent Zhao 24 15 0 04 Apr 2023
Beyond Single Items: Exploring User Preferences in Item Sets with the Conversational Playlist Curation Dataset Arun Tejasvi Chaganty Megan Leszczynski Shu Zhen Zhang Ravi Ganti K. Balog Filip Radlinski 19 10 0 13 Mar 2023
REPLUG: Retrieval-Augmented Black-Box Language Models Weijia Shi Sewon Min Michihiro Yasunaga Minjoon Seo Rich James M. Lewis Luke Zettlemoyer Wen-tau Yih RALM VLM KELM 56 577 0 30 Jan 2023
InPars-Light: Cost-Effective Unsupervised Training of Efficient Rankers Leonid Boytsov Preksha Patel Vivek Sourabh Riddhi Nisar Sayan Kundu R. Ramanathan Eric Nyberg 23 19 0 08 Jan 2023