Complex QA and language models hybrid architectures, Survey

17 February 2023

Papers citing "Complex QA and language models hybrid architectures, Survey"

50 / 302 papers shown

Title
Selective Annotation Makes Language Models Better Few-Shot Learners Hongjin Su Jungo Kasai Chen Henry Wu Weijia Shi Tianlu Wang ... Rui Zhang Mari Ostendorf Luke Zettlemoyer Noah A. Smith Tao Yu 65 251 0 05 Sep 2022
Faithful Reasoning Using Large Language Models Antonia Creswell Murray Shanahan ReLM LRM 50 123 0 30 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 82 95 0 24 Aug 2022
Red Teaming Language Models to Reduce Harms: Methods, Scaling Behaviors, and Lessons Learned Deep Ganguli Liane Lovitt John Kernion Amanda Askell Yuntao Bai ... Nicholas Joseph Sam McCandlish C. Olah Jared Kaplan Jack Clark 260 458 0 23 Aug 2022
Teacher Guided Training: An Efficient Framework for Knowledge Transfer Manzil Zaheer A. S. Rawat Seungyeon Kim Chong You Himanshu Jain Andreas Veit Rob Fergus Surinder Kumar VLM 53 2 0 14 Aug 2022
Learning Diverse Document Representations with Deep Query Interactions for Dense Retrieval Zehan Li Nan Yang Liang Wang Furu Wei 43 8 0 08 Aug 2022
Branch-Train-Merge: Embarrassingly Parallel Training of Expert Language Models Margaret Li Suchin Gururangan Tim Dettmers M. Lewis Tim Althoff Noah A. Smith Luke Zettlemoyer MoMe 60 144 0 05 Aug 2022
Language Models Can Teach Themselves to Program Better Patrick M. Haluptzok Matthew Bowers Adam Tauman Kalai ReLM SyDa LRM 29 82 0 29 Jul 2022
Language Model Cascades David Dohan Winnie Xu Aitor Lewkowycz Jacob Austin David Bieber ... Henryk Michalewski Rif A. Saurous Jascha Narain Sohl-Dickstein Kevin Patrick Murphy Charles Sutton ReLM LRM 56 101 0 21 Jul 2022
Confident Adaptive Language Modeling Tal Schuster Adam Fisch Jai Gupta Mostafa Dehghani Dara Bahri Vinh Q. Tran Yi Tay Donald Metzler 90 164 0 14 Jul 2022
Recurrent Memory Transformer Aydar Bulatov Yuri Kuratov Andrey Kravchenko CLL 33 105 0 14 Jul 2022
Solving Quantitative Reasoning Problems with Language Models Aitor Lewkowycz Anders Andreassen David Dohan Ethan Dyer Henryk Michalewski ... Theo Gutman-Solo Yuhuai Wu Behnam Neyshabur Guy Gur-Ari Vedant Misra ReLM ELM LRM 119 793 0 29 Jun 2022
GODEL: Large-Scale Pre-Training for Goal-Directed Dialog Baolin Peng Michel Galley Pengcheng He Chris Brockett Lars Liden E. Nouri Zhou Yu Bill Dolan Jianfeng Gao VLM 65 74 0 22 Jun 2022
reStructured Pre-training Weizhe Yuan Pengfei Liu 19 8 0 22 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 170 2,428 0 15 Jun 2022
Language Models are General-Purpose Interfaces Y. Hao Haoyu Song Li Dong Shaohan Huang Zewen Chi Wenhui Wang Shuming Ma Furu Wei MLLM 48 96 0 13 Jun 2022
Beyond the Imitation Game: Quantifying and extrapolating the capabilities of language models Aarohi Srivastava Abhinav Rastogi Abhishek Rao Abu Awal Md Shoeb Abubakar Abid ... Zhuoye Zhao Zijian Wang Zijie J. Wang Zirui Wang Ziyi Wu ELM 95 1,739 0 09 Jun 2022
Instance-wise Prompt Tuning for Pretrained Language Models Yuezihan Jiang Hao Yang Junyang Lin Hanyu Zhao An Yang Chang Zhou Hongxia Yang Zhi-Xin Yang Tengjiao Wang VLM 48 7 0 04 Jun 2022
THE-X: Privacy-Preserving Transformer Inference with Homomorphic Encryption Tianyu Chen Hangbo Bao Shaohan Huang Li Dong Binxing Jiao Daxin Jiang Haoyi Zhou Jianxin Li Furu Wei 46 99 0 01 Jun 2022
Learning to Find Proofs and Theorems by Learning to Refine Search Strategies: The Case of Loop Invariant Synthesis Jonathan Laurent André Platzer 58 9 0 27 May 2022
Optimizing Test-Time Query Representations for Dense Retrieval Mujeen Sung Jungsoo Park Jaewoo Kang Danqi Chen Jinhyuk Lee 53 5 0 25 May 2022
RLPrompt: Optimizing Discrete Text Prompts with Reinforcement Learning Mingkai Deng Jianyu Wang Cheng-Ping Hsieh Yihan Wang Han Guo Tianmin Shu Meng Song Eric Xing Zhiting Hu 68 334 0 25 May 2022
Teaching Broad Reasoning Skills for Multi-Step QA by Generating Hard Contexts H. Trivedi Niranjan Balasubramanian Tushar Khot Ashish Sabharwal ReLM LRM 45 11 0 25 May 2022
Fine-tuned Language Models are Continual Learners Thomas Scialom Tuhin Chakrabarty Smaranda Muresan CLL LRM 151 118 0 24 May 2022
Large Language Models are Zero-Shot Reasoners Takeshi Kojima S. Gu Machel Reid Yutaka Matsuo Yusuke Iwasawa ReLM LRM 416 4,077 0 24 May 2022
Maieutic Prompting: Logically Consistent Reasoning with Recursive Explanations Jaehun Jung Lianhui Qin Sean Welleck Faeze Brahman Chandra Bhagavatula Ronan Le Bras Yejin Choi ReLM LRM 237 195 0 24 May 2022
Chain of Thought Imitation with Procedure Cloning Mengjiao Yang Dale Schuurmans Pieter Abbeel Ofir Nachum OffRL 47 31 0 22 May 2022
Least-to-Most Prompting Enables Complex Reasoning in Large Language Models Denny Zhou Nathanael Scharli Le Hou Jason W. Wei Nathan Scales ... Dale Schuurmans Claire Cui Olivier Bousquet Quoc Le Ed H. Chi RALM LRM AI4CE 50 1,085 0 21 May 2022
Selection-Inference: Exploiting Large Language Models for Interpretable Logical Reasoning Antonia Creswell Murray Shanahan I. Higgins ReLM LRM 62 352 0 19 May 2022
Entailment Tree Explanations via Iterative Retrieval-Generation Reasoner D. Ribeiro Shen Wang Xiaofei Ma Rui Dong Xiaokai Wei ... Xinchi Chen Zhiheng Huang Peng Xu Andrew O. Arnold Dan Roth ReLM LRM 39 37 0 18 May 2022
LogicSolver: Towards Interpretable Math Word Problem Solving with Logical Prompt-enhanced Learning Zhicheng YANG Jinghui Qin Jiaqi Chen Liang Lin Xiaodan Liang ReLM LRM 52 31 0 17 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 Alex Schwing RALM 42 12 0 12 May 2022
UL2: Unifying Language Learning Paradigms Yi Tay Mostafa Dehghani Vinh Q. Tran Xavier Garcia Jason W. Wei ... Tal Schuster H. Zheng Denny Zhou N. Houlsby Donald Metzler AI4CE 95 305 0 10 May 2022
The Unreliability of Explanations in Few-shot Prompting for Textual Reasoning Xi Ye Greg Durrett ReLM LRM 53 172 0 06 May 2022
Data Governance in the Age of Large-Scale Data-Driven Language Technology Yacine Jernite Huu Nguyen Stella Biderman A. Rogers Maraim Masoud ... Jorg Frohberg Aaron Gokaslan Peter Henderson Rishi Bommasani Margaret Mitchell 37 52 0 04 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 282 3,583 0 02 May 2022
Answer-Me: Multi-Task Open-Vocabulary Visual Question Answering A. Piergiovanni Wei Li Weicheng Kuo M. Saffar Fred Bertsch A. Angelova 25 16 0 02 May 2022
Clotho-AQA: A Crowdsourced Dataset for Audio Question Answering Samuel Lipping Parthasaarathy Sudarsanam Konstantinos Drossos Tuomas Virtanen 31 59 0 20 Apr 2022
Multi-hop Question Answering Vaibhav Mavi Anubhav Jangra Adam Jatowt 13 39 0 19 Apr 2022
Super-NaturalInstructions: Generalization via Declarative Instructions on 1600+ NLP Tasks Yizhong Wang Swaroop Mishra Pegah Alipoormolabashi Yeganeh Kordi Amirreza Mirzaei ... Chitta Baral Yejin Choi Noah A. Smith Hannaneh Hajishirzi Daniel Khashabi ELM 98 822 0 16 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 212 2,457 0 12 Apr 2022
Autoencoding Language Model Based Ensemble Learning for Commonsense Validation and Explanation Ngo Quang Huy Tu Minh Phuong Ngo Xuan Bach LRM 57 5 0 07 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 335 6,132 0 05 Apr 2022
PERFECT: Prompt-free and Efficient Few-shot Learning with Language Models Rabeeh Karimi Mahabadi Luke Zettlemoyer James Henderson Marzieh Saeidi Lambert Mathias Ves Stoyanov Majid Yazdani VLM 50 71 0 03 Apr 2022
Socratic Models: Composing Zero-Shot Multimodal Reasoning with Language Andy Zeng Maria Attarian Brian Ichter K. Choromanski Adrian S. Wong ... Michael S. Ryoo Vikas Sindhwani Johnny Lee Vincent Vanhoucke Peter R. Florence ReLM LRM 121 578 0 01 Apr 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 123 1,915 0 29 Mar 2022
HetuMoE: An Efficient Trillion-scale Mixture-of-Expert Distributed Training System Xiaonan Nie Pinxue Zhao Xupeng Miao Tong Zhao Tengjiao Wang MoE 43 36 0 28 Mar 2022
STaR: Bootstrapping Reasoning With Reasoning E. Zelikman Yuhuai Wu Jesse Mu Noah D. Goodman ReLM LRM 81 468 0 28 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 58 124 0 24 Mar 2022
Self-Consistency Improves Chain of Thought Reasoning in Language Models Xuezhi Wang Jason W. Wei Dale Schuurmans Quoc Le Ed H. Chi Sharan Narang Aakanksha Chowdhery Denny Zhou ReLM BDL LRM AI4CE 473 3,486 0 21 Mar 2022