Great Memory, Shallow Reasoning: Limits of $k$NN-LMs

Great Memory, Shallow Reasoning: Limits of $k$ NN-LMs

21 August 2024

Alexander M. Rush

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Papers citing "Great Memory, Shallow Reasoning: Limits of $k$NN-LMs"

17 / 17 papers shown

Title
Reliable, Adaptable, and Attributable Language Models with Retrieval Akari Asai Zexuan Zhong Danqi Chen Pang Wei Koh Luke Zettlemoyer Hanna Hajishirzi Wen-tau Yih KELM RALM 107 61 0 05 Mar 2024
SILO Language Models: Isolating Legal Risk In a Nonparametric Datastore Sewon Min Suchin Gururangan Eric Wallace Hannaneh Hajishirzi Noah A. Smith Luke Zettlemoyer AILaw 102 67 0 08 Aug 2023
LeanDojo: Theorem Proving with Retrieval-Augmented Language Models Kaiyu Yang Aidan M. Swope Alex Gu Rahul Chalamala Peiyang Song Shixing Yu Saad Godil R. Prenger Anima Anandkumar RALM 116 245 0 27 Jun 2023
Challenging BIG-Bench Tasks and Whether Chain-of-Thought Can Solve Them Mirac Suzgun Nathan Scales Nathanael Scharli Sebastian Gehrmann Yi Tay ... Aakanksha Chowdhery Quoc V. Le Ed H. Chi Denny Zhou Jason W. Wei ALM ELM LRM ReLM 274 1,142 0 17 Oct 2022
Neuro-Symbolic Language Modeling with Automaton-augmented Retrieval Uri Alon Frank F. Xu Junxian He Sudipta Sengupta Dan Roth Graham Neubig RALM 132 63 0 28 Jan 2022
Improving language models by retrieving from trillions of tokens Sebastian Borgeaud A. Mensch Jordan Hoffmann Trevor Cai Eliza Rutherford ... Simon Osindero Karen Simonyan Jack W. Rae Erich Elsen Laurent Sifre KELM RALM 256 1,101 0 08 Dec 2021
Training Verifiers to Solve Math Word Problems K. Cobbe V. Kosaraju Mohammad Bavarian Mark Chen Heewoo Jun ... Jerry Tworek Jacob Hilton Reiichiro Nakano Christopher Hesse John Schulman ReLM OffRL LRM 367 4,598 0 27 Oct 2021
Surface Form Competition: Why the Highest Probability Answer Isn't Always Right Ari Holtzman Peter West Vered Schwartz Yejin Choi Luke Zettlemoyer LRM 178 239 0 16 Apr 2021
Nearest Neighbor Machine Translation Urvashi Khandelwal Angela Fan Dan Jurafsky Luke Zettlemoyer M. Lewis RALM 73 286 0 01 Oct 2020
REALM: Retrieval-Augmented Language Model Pre-Training Kelvin Guu Kenton Lee Zora Tung Panupong Pasupat Ming-Wei Chang RALM 147 2,121 0 10 Feb 2020
Scaling Laws for Neural Language Models Jared Kaplan Sam McCandlish T. Henighan Tom B. Brown B. Chess R. Child Scott Gray Alec Radford Jeff Wu Dario Amodei 653 4,925 0 23 Jan 2020
Generalization through Memorization: Nearest Neighbor Language Models Urvashi Khandelwal Omer Levy Dan Jurafsky Luke Zettlemoyer M. Lewis RALM 179 842 0 01 Nov 2019
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 1.8K 95,324 0 11 Oct 2018
HotpotQA: A Dataset for Diverse, Explainable Multi-hop Question Answering Zhilin Yang Peng Qi Saizheng Zhang Yoshua Bengio William W. Cohen Ruslan Salakhutdinov Christopher D. Manning RALM 220 2,703 0 25 Sep 2018
Deep contextualized word representations Matthew E. Peters Mark Neumann Mohit Iyyer Matt Gardner Christopher Clark Kenton Lee Luke Zettlemoyer NAI 235 11,569 0 15 Feb 2018
Billion-scale similarity search with GPUs Jeff Johnson Matthijs Douze Hervé Jégou 279 3,746 0 28 Feb 2017
Pointer Sentinel Mixture Models Stephen Merity Caiming Xiong James Bradbury R. Socher RALM 352 2,901 0 26 Sep 2016