Title
Large Language Models Are Overparameterized Text Encoders Thennal D K Tim Fischer Chris Biemann 38 2 0 18 Oct 2024
Retrieving Contextual Information for Long-Form Question Answering using Weak Supervision Philipp Christmann Svitlana Vakulenko Ionut Teodor Sorodoc Bill Byrne Adria de Gispert RALM 29 0 0 11 Oct 2024
CSA: Data-efficient Mapping of Unimodal Features to Multimodal Features Po-han Li Sandeep P. Chinchali Ufuk Topcu 31 1 0 10 Oct 2024
Accelerating Inference of Networks in the Frequency Domain Chenqiu Zhao Guanfang Dong Anup Basu 35 0 0 06 Oct 2024
ALR $^2$ : A Retrieve-then-Reason Framework for Long-context Question Answering Huayang Li Pat Verga Priyanka Sen Bowen Yang Vijay Viswanathan Patrick Lewis Taro Watanabe Yixuan Su RALM LRM 46 7 0 04 Oct 2024
UncertaintyRAG: Span-Level Uncertainty Enhanced Long-Context Modeling for Retrieval-Augmented Generation Zixuan Li Jing Xiong Fanghua Ye Chuanyang Zheng Xun Wu ... Xiaodan Liang Chengming Li Zhenan Sun Lingpeng Kong Ngai Wong RALM UQLM 32 2 0 03 Oct 2024
Contextual Document Embeddings John X. Morris Alexander M. Rush 19 7 0 03 Oct 2024
L-CiteEval: Do Long-Context Models Truly Leverage Context for Responding? Zecheng Tang Keyan Zhou Juntao Li Baibei Ji Jianye Hou Min Zhang 47 2 0 03 Oct 2024
HELMET: How to Evaluate Long-Context Language Models Effectively and Thoroughly Howard Yen Tianyu Gao Minmin Hou Ke Ding Daniel Fleischer Peter Izsak Moshe Wasserblat Danqi Chen ALM ELM 62 25 0 03 Oct 2024
PairDistill: Pairwise Relevance Distillation for Dense Retrieval Chao-Wei Huang Yun-Nung Chen 32 1 0 02 Oct 2024
Few-shot Prompting for Pairwise Ranking: An Effective Non-Parametric Retrieval Model Nilanjan Sinhababu Andrew Parry Debasis Ganguly D. Samanta Pabitra Mitra 36 3 0 26 Sep 2024
Enhancing Post-Hoc Attributions in Long Document Comprehension via Coarse Grained Answer Decomposition Pritika Ramu Koustava Goswami Apoorv Saxena Balaji Vasan Srinivavsan 33 1 0 25 Sep 2024
Disentangling Questions from Query Generation for Task-Adaptive Retrieval Yoonsang Lee Minsoo Kim Seung-won Hwang RALM 28 0 0 25 Sep 2024
Unsupervised Text Representation Learning via Instruction-Tuning for Zero-Shot Dense Retrieval Qiuhai Zeng Zimeng Qiu Dae Yon Hwang Xin He William M. Campbell RALM 23 0 0 24 Sep 2024
Retrieval Augmented Generation (RAG) and Beyond: A Comprehensive Survey on How to Make your LLMs use External Data More Wisely Siyun Zhao Yuqing Yang Zilong Wang Zhiyuan He Luna Qiu Lili Qiu SyDa RALM 3DV 44 35 0 23 Sep 2024
Measuring and Enhancing Trustworthiness of LLMs in RAG through Grounded Attributions and Learning to Refuse Maojia Song Shang Hong Sim Rishabh Bhardwaj Hai Leong Chieu Navonil Majumder Soujanya Poria 37 6 0 17 Sep 2024
KAG: Boosting LLMs in Professional Domains via Knowledge Augmented Generation Lei Liang Mengshu Sun Zhengke Gui Zhongshu Zhu Zhouyu Jiang ... Qing Cui Wen Zhang Huajun Chen Wenguang Chen Jun Zhou 48 11 0 10 Sep 2024
A Fresh Take on Stale Embeddings: Improving Dense Retriever Training with Corrector Networks Nicholas Monath Will Grathwohl Michael Boratko Rob Fergus Andrew McCallum Manzil Zaheer 28 0 0 03 Sep 2024
A Statistical Framework for Data-dependent Retrieval-Augmented Models Soumya Basu A. S. Rawat Manzil Zaheer RALM 46 0 0 27 Aug 2024
Large Language Models as Foundations for Next-Gen Dense Retrieval: A Comprehensive Empirical Assessment Kun Luo Minghao Qin Zheng Liu Shitao Xiao Jun Zhao Kang Liu 34 10 0 22 Aug 2024
Decoding SEC Actions: Enforcement Trends through Analyzing Blockchain litigation using LLM-based Thematic Factor Mapping Junliang Luo Xihan Xiong William Knottenbelt Xue Liu 30 0 0 21 Aug 2024
Mistral-SPLADE: LLMs for better Learned Sparse Retrieval Meet Doshi Vishwajeet Kumar Rudra Murthy Vignesh P Jaydeep Sen RALM 22 2 0 20 Aug 2024
Synergistic Approach for Simultaneous Optimization of Monolingual, Cross-lingual, and Multilingual Information Retrieval Adel Elmahdy Sheng-Chieh Lin Amin Ahmad 39 2 0 20 Aug 2024
EasyRec: Simple yet Effective Language Models for Recommendation Xubin Ren Chao Huang SyDa 24 5 0 16 Aug 2024
Learning Fine-Grained Grounded Citations for Attributed Large Language Models Lei Huang Xiaocheng Feng Weitao Ma Yuxuan Gu Weihong Zhong ... Weijiang Yu Weihua Peng Duyu Tang Dandan Tu Bing Qin HILM 27 4 0 08 Aug 2024
Entity Retrieval for Answering Entity-Centric Questions Hassan S. Shavarani Anoop Sarkar RALM 26 2 0 05 Aug 2024
Generative Retrieval with Few-shot Indexing Arian Askari Chuan Meng Mohammad Aliannejadi Zhaochun Ren Evangelos Kanoulas Suzan Verberne RALM 55 3 0 04 Aug 2024
Automatic Generation of Behavioral Test Cases For Natural Language Processing Using Clustering and Prompting Ying Li Rahul Singh Tarun Joshi Agus Sudjianto 30 0 0 31 Jul 2024
Improving Retrieval Augmented Language Model with Self-Reasoning Yuan Xia Jingbo Zhou Zhenhui Shi Jun Chen Hai-ting Huang AIFin LRM ReLM KELM 50 8 0 29 Jul 2024
Exploring Description-Augmented Dataless Intent Classification Ruoyu Hu Foaad Khosmood Abbas Edalat AI4TS 39 0 0 25 Jul 2024
PersLLM: A Personified Training Approach for Large Language Models Zheni Zeng Jiayi Chen H. Chen Yukun Yan Yuxuan Chen Zhenghao Liu Zhiyuan Liu Maosong Sun LLMAG 49 2 0 17 Jul 2024
LitSearch: A Retrieval Benchmark for Scientific Literature Search Anirudh Ajith Mengzhou Xia Alexis Chevalier Tanya Goyal Danqi Chen Tianyu Gao RALM 33 10 0 10 Jul 2024
Robust Neural Information Retrieval: An Adversarial and Out-of-distribution Perspective Yu-An Liu Ruqing Zhang Jiafeng Guo Maarten de Rijke Yixing Fan Xueqi Cheng 35 6 0 09 Jul 2024
Scaling Retrieval-Based Language Models with a Trillion-Token Datastore Rulin Shao Jacqueline He Akari Asai Weijia Shi Tim Dettmers Sewon Min Luke Zettlemoyer Pang Wei Koh RALM 29 22 0 09 Jul 2024
Preserving Multilingual Quality While Tuning Query Encoder on English Only Oleg V. Vasilyev Randy Sawaya John Bohannon 35 1 0 01 Jul 2024
From RAG to RICHES: Retrieval Interlaced with Sequence Generation Palak Jain Livio Baldini Soares Tom Kwiatkowski VLM 23 4 0 29 Jun 2024
Efficient Document Ranking with Learnable Late Interactions Ziwei Ji Himanshu Jain Andreas Veit Sashank J. Reddi Sadeep Jayasumana A. S. Rawat A. Menon Felix X. Yu Sanjiv Kumar 40 1 0 25 Jun 2024
D2LLM: Decomposed and Distilled Large Language Models for Semantic Search Zihan Liao Hang Yu Jianguo Li Jun Wang Wei Zhang 34 3 0 25 Jun 2024
Enhancing Idiomatic Representation in Multiple Languages via an Adaptive Contrastive Triplet Loss Wei He M. Idiart Carolina Scarton Aline Villavicencio 34 2 0 21 Jun 2024
Retrieve-Plan-Generation: An Iterative Planning and Answering Framework for Knowledge-Intensive LLM Generation Yuanjie Lyu Zihan Niu Zheyong Xie Chao Zhang Tong Xu Yang Wang Enhong Chen RALM 26 8 0 21 Jun 2024
Leveraging Passage Embeddings for Efficient Listwise Reranking with Large Language Models Qi Liu Bo Wang Nan Wang Jiaxin Mao RALM 77 3 0 21 Jun 2024
An Analysis of Multilingual FActScore Kim Trong Vu Michael Krumdick Varshini Reddy Franck Dernoncourt Viet Dac Lai HILM 46 0 0 20 Jun 2024
ALiiCE: Evaluating Positional Fine-grained Citation Generation Yilong Xu Jinhua Gao Xiaoming Yu Baolong Bi Huawei Shen Xueqi Cheng HILM 31 5 0 19 Jun 2024
Learning to Generate Answers with Citations via Factual Consistency Models Rami Aly Zhiqiang Tang Samson Tan George Karypis HILM 34 4 0 19 Jun 2024
Can Long-Context Language Models Subsume Retrieval, RAG, SQL, and More? Jinhyuk Lee Anthony Chen Zhuyun Dai Dheeru Dua Devendra Singh Sachan ... Jeremy R. Cole Sebastian Riedel Iftekhar Naim Ming-Wei Chang Kelvin Guu RALM LRM 58 30 0 19 Jun 2024
Language Modeling with Editable External Knowledge Belinda Z. Li Emmy Liu Alexis Ross Abbas Zeitoun Graham Neubig Jacob Andreas KELM 32 4 0 17 Jun 2024
Can't Hide Behind the API: Stealing Black-Box Commercial Embedding Models Manveer Singh Tamber Jasper Xian Jimmy Lin MLAU SILM 157 0 0 13 Jun 2024
Blowfish: Topological and statistical signatures for quantifying ambiguity in semantic search T. R. Barillot Alex De Castro 26 0 0 12 Jun 2024
Transferable Embedding Inversion Attack: Uncovering Privacy Risks in Text Embeddings without Model Queries Yu-Hsiang Huang Yuche Tsai Hsiang Hsiao Hong-Yi Lin Shou-De Lin SILM 40 8 0 12 Jun 2024
Machine Against the RAG: Jamming Retrieval-Augmented Generation with Blocker Documents Avital Shafran R. Schuster Vitaly Shmatikov 44 27 0 09 Jun 2024