Title
Domain-Specific NER via Retrieving Correlated Samples Xin Zhang Yong-jia Jiang Xiaobin Wang Xuming Hu Yueheng Sun Pengjun Xie Meishan Zhang 30 14 0 27 Aug 2022
PEER: A Collaborative Language Model Timo Schick Jane Dwivedi-Yu Zhengbao Jiang Fabio Petroni Patrick Lewis Gautier Izacard Qingfei You Christoforos Nalmpantis Edouard Grave Sebastian Riedel ALM 50 93 0 24 Aug 2022
Retrieval-based Controllable Molecule Generation Zichao Wang Weili Nie Zhuoran Qiao Chaowei Xiao Richard Baraniuk Anima Anandkumar 24 36 0 23 Aug 2022
Ered: Enhanced Text Representations with Entities and Descriptions Qinghua Zhao Shuai Ma Yu Lei 24 1 0 18 Aug 2022
Retrieval-Augmented Transformer for Image Captioning Sara Sarto Marcella Cornia Lorenzo Baraldi Rita Cucchiara 24 57 0 26 Jul 2022
Text-Guided Synthesis of Artistic Images with Retrieval-Augmented Diffusion Models Robin Rombach A. Blattmann Bjorn Ommer DiffM 18 70 0 26 Jul 2022
Discrete Key-Value Bottleneck Frederik Trauble Anirudh Goyal Nasim Rahaman Michael C. Mozer Kenji Kawaguchi Yoshua Bengio Bernhard Schölkopf CLL 26 22 0 22 Jul 2022
MQRetNN: Multi-Horizon Time Series Forecasting with Retrieval Augmentation Sitan Yang Carson Eisenach Dhruv Madeka AI4TS 22 7 0 21 Jul 2022
Can large language models reason about medical questions? Valentin Liévin C. Hother Andreas Geert Motzfeldt Ole Winther ELM LM&MA AI4MH LRM 24 299 0 17 Jul 2022
Recent Developments in AI and USPTO Open Data Scott Beliveau Jerry Ma 22 1 0 12 Jul 2022
TPU-KNN: K Nearest Neighbor Search at Peak FLOP/s Felix Chern Blake A. Hechtman Andy Davis Ruiqi Guo David Majnemer Surinder Kumar 94 22 0 28 Jun 2022
ProGen2: Exploring the Boundaries of Protein Language Models Erik Nijkamp Jeffrey A. Ruffolo Eli N. Weinstein Nikhil Naik Ali Madani AI4TS 22 282 0 27 Jun 2022
Emergent Abilities of Large Language Models Jason W. Wei Yi Tay Rishi Bommasani Colin Raffel Barret Zoph ... Tatsunori Hashimoto Oriol Vinyals Percy Liang J. Dean W. Fedus ELM ReLM LRM 48 2,344 0 15 Jun 2022
LIFT: Language-Interfaced Fine-Tuning for Non-Language Machine Learning Tasks Tuan Dinh Yuchen Zeng Ruisu Zhang Ziqian Lin Michael Gira Shashank Rajput Jy-yong Sohn Dimitris Papailiopoulos Kangwook Lee LMTD 32 126 0 14 Jun 2022
Large-Scale Retrieval for Reinforcement Learning Peter C. Humphreys A. Guez O. Tieleman Laurent Sifre T. Weber Timothy Lillicrap RALM OffRL 37 26 0 10 Jun 2022
Improving Contrastive Learning of Sentence Embeddings with Case-Augmented Positives and Retrieved Negatives Wei Wang Liangzhu Ge Jingqiao Zhang Cheng Yang 20 20 0 06 Jun 2022
Decoupling Knowledge from Memorization: Retrieval-augmented Prompt Learning Xiang Chen Lei Li Ningyu Zhang Xiaozhuan Liang Shumin Deng Chuanqi Tan Fei Huang Luo Si Huajun Chen VLM 25 52 0 29 May 2022
Learning to Automate Follow-up Question Generation using Process Knowledge for Depression Triage on Reddit Posts Shrey Gupta Anmol Agarwal Manas Gaur Kaushik Roy Vignesh Narayanan Ponnurangam Kumaraguru Amit P. Sheth AI4MH 14 34 0 27 May 2022
kNN-Prompt: Nearest Neighbor Zero-Shot Inference Weijia Shi Julian Michael Suchin Gururangan Luke Zettlemoyer RALM VLM 15 32 0 27 May 2022
Tranception: protein fitness prediction with autoregressive transformers and inference-time retrieval Pascal Notin M. Dias J. Frazer Javier Marchena-Hurtado Aidan N. Gomez D. Marks Y. Gal 55 177 0 27 May 2022
Training Language Models with Memory Augmentation Zexuan Zhong Tao Lei Danqi Chen RALM 234 128 0 25 May 2022
TALM: Tool Augmented Language Models Aaron T Parisi Yao-Min Zhao Noah Fiedel KELM RALM LLMAG 27 144 0 24 May 2022
Chunk-based Nearest Neighbor Machine Translation Pedro Henrique Martins Zita Marinho André F.T. Martins RALM 80 28 0 24 May 2022
Memorization Without Overfitting: Analyzing the Training Dynamics of Large Language Models Kushal Tirumala Aram H. Markosyan Luke Zettlemoyer Armen Aghajanyan TDI 29 185 0 22 May 2022
Visually-Augmented Language Modeling Weizhi Wang Li Dong Hao Cheng Haoyu Song Xiaodong Liu Xifeng Yan Jianfeng Gao Furu Wei VLM 28 18 0 20 May 2022
A Generalist Agent Scott E. Reed Konrad Zolna Emilio Parisotto Sergio Gomez Colmenarejo Alexander Novikov ... Yutian Chen R. Hadsell Oriol Vinyals Mahyar Bordbar Nando de Freitas LM&Ro LLMAG AI4CE 54 785 0 12 May 2022
Asking for Knowledge: Training RL Agents to Query External Knowledge Using Language Iou-Jen Liu Xingdi Yuan Marc-Alexandre Côté Pierre-Yves Oudeyer A. Schwing RALM 19 12 0 12 May 2022
Retrieval-Enhanced Machine Learning Hamed Zamani Fernando Diaz Mostafa Dehghani Donald Metzler Michael Bendersky 19 49 0 02 May 2022
OPT: Open Pre-trained Transformer Language Models Susan Zhang Stephen Roller Naman Goyal Mikel Artetxe Moya Chen ... Daniel Simig Punit Singh Koura Anjali Sridhar Tianlu Wang Luke Zettlemoyer VLM OSLM AI4CE 54 3,488 0 02 May 2022
TemporalWiki: A Lifelong Benchmark for Training and Evaluating Ever-Evolving Language Models Joel Jang Seonghyeon Ye Changho Lee Sohee Yang Joongbo Shin Janghoon Han Gyeonghun Kim Minjoon Seo CLL KELM 27 91 0 29 Apr 2022
Can deep learning match the efficiency of human visual long-term memory in storing object details? Emin Orhan VLM OCL 22 0 0 27 Apr 2022
Semi-Parametric Neural Image Synthesis A. Blattmann Robin Rombach Kaan Oktay Jonas Muller Bjorn Ommer DiffM 28 28 0 25 Apr 2022
ChapterBreak: A Challenge Dataset for Long-Range Language Models Simeng Sun Katherine Thai Mohit Iyyer 10 19 0 22 Apr 2022
Standing on the Shoulders of Giant Frozen Language Models Yoav Levine Itay Dalmedigos Ori Ram Yoel Zeldes Daniel Jannai ... Barak Lenz Shai Shalev-Shwartz Amnon Shashua Kevin Leyton-Brown Y. Shoham VLM 27 49 0 21 Apr 2022
K-LITE: Learning Transferable Visual Models with External Knowledge Sheng Shen Chunyuan Li Xiaowei Hu Jianwei Yang Yujia Xie ... Ce Liu Kurt Keutzer Trevor Darrell Anna Rohrbach Jianfeng Gao CLIP VLM 33 83 0 20 Apr 2022
METRO: Efficient Denoising Pretraining of Large Scale Autoencoding Language Models with Model Generated Signals Payal Bajaj Chenyan Xiong Guolin Ke Xiaodong Liu Di He Saurabh Tiwary Tie-Yan Liu Paul N. Bennett Xia Song Jianfeng Gao 44 32 0 13 Apr 2022
Training a Helpful and Harmless Assistant with Reinforcement Learning from Human Feedback Yuntao Bai Andy Jones Kamal Ndousse Amanda Askell Anna Chen ... Jack Clark Sam McCandlish C. Olah Benjamin Mann Jared Kaplan 72 2,318 0 12 Apr 2022
Augmenting Pre-trained Language Models with QA-Memory for Open-Domain Question Answering Wenhu Chen Pat Verga Michiel de Jong John Wieting William W. Cohen RALM KELM 24 26 0 10 Apr 2022
Knowledge Base Index Compression via Dimensionality and Precision Reduction Vilém Zouhar Marius Mosbach Miaoran Zhang Dietrich Klakow 16 2 0 06 Apr 2022
KNN-Diffusion: Image Generation via Large-Scale Retrieval Shelly Sheynin Oron Ashual Adam Polyak Uriel Singer Oran Gafni Eliya Nachmani Yaniv Taigman VLM SyDa DiffM 19 113 0 06 Apr 2022
PaLM: Scaling Language Modeling with Pathways Aakanksha Chowdhery Sharan Narang Jacob Devlin Maarten Bosma Gaurav Mishra ... Kathy Meier-Hellstern Douglas Eck J. Dean Slav Petrov Noah Fiedel PILM LRM 89 6,004 0 05 Apr 2022
Revisiting a kNN-based Image Classification System with High-capacity Storage K. Nakata Youyang Ng Daisuke Miyashita A. Maki Yu Lin J. Deguchi 24 26 0 03 Apr 2022
PanGu-Bot: Efficient Generative Dialogue Pre-training from Pre-trained Language Model Fei Mi Yitong Li Yulong Zeng Jingyan Zhou Yasheng Wang Chuanfei Xu Lifeng Shang Xin Jiang Shiqi Zhao Qun Liu ALM 37 18 0 31 Mar 2022
Training Compute-Optimal Large Language Models Jordan Hoffmann Sebastian Borgeaud A. Mensch Elena Buchatskaya Trevor Cai ... Karen Simonyan Erich Elsen Jack W. Rae Oriol Vinyals Laurent Sifre AI4TS 37 1,832 0 29 Mar 2022
Diagonal State Spaces are as Effective as Structured State Spaces Ankit Gupta Albert Gu Jonathan Berant 37 290 0 27 Mar 2022
Language Models that Seek for Knowledge: Modular Search & Generation for Dialogue and Prompt Completion Kurt Shuster M. Komeili Leonard Adolphs Stephen Roller Arthur Szlam Jason Weston KELM 37 121 0 24 Mar 2022
Teaching language models to support answers with verified quotes Jacob Menick Maja Trebacz Vladimir Mikulik John Aslanides Francis Song ... Mia Glaese Susannah Young Lucy Campbell-Gillingham G. Irving Nat McAleese ELM RALM 240 257 0 21 Mar 2022
Reasoning over Public and Private Data in Retrieval-Based Systems Simran Arora Patrick Lewis Angela Fan Jacob Kahn Christopher Ré 15 23 0 14 Mar 2022
Internet-augmented language models through few-shot prompting for open-domain question answering Angeliki Lazaridou E. Gribovskaya Wojciech Stokowiec N. Grigorev KELM LRM 20 131 0 10 Mar 2022
Finite-Sum Coupled Compositional Stochastic Optimization: Theory and Applications Bokun Wang Tianbao Yang 38 31 0 24 Feb 2022