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Your Finetuned Large Language Model is Already a Powerful Out-of-distribution Detector

7 April 2024

Papers citing "Your Finetuned Large Language Model is Already a Powerful Out-of-distribution Detector"

38 / 38 papers shown

Title
Large Language Models for Anomaly and Out-of-Distribution Detection: A Survey Ruiyao Xu Kaize Ding 119 7 0 17 Feb 2025
Mistral 7B Albert Q. Jiang Alexandre Sablayrolles A. Mensch Chris Bamford Devendra Singh Chaplot ... Teven Le Scao Thibaut Lavril Thomas Wang Timothée Lacroix William El Sayed MoE LRM 110 2,246 0 10 Oct 2023
MetaMath: Bootstrap Your Own Mathematical Questions for Large Language Models L. Yu Weisen Jiang Han Shi Jincheng Yu Zhengying Liu Yu Zhang James T. Kwok Zheng Li Adrian Weller Weiyang Liu OSLM LRM 106 395 0 21 Sep 2023
Adapting Large Language Models via Reading Comprehension Daixuan Cheng Shaohan Huang Furu Wei CLL SyDa AI4CE 69 64 0 18 Sep 2023
Llama 2: Open Foundation and Fine-Tuned Chat Models Hugo Touvron Louis Martin Kevin R. Stone Peter Albert Amjad Almahairi ... Sharan Narang Aurelien Rodriguez Robert Stojnic Sergey Edunov Thomas Scialom AI4MH ALM 413 12,076 0 18 Jul 2023
Is Fine-tuning Needed? Pre-trained Language Models Are Near Perfect for Out-of-Domain Detection Rheeya Uppaal Junjie Hu Yixuan Li OODD 201 35 0 22 May 2023
Spam-T5: Benchmarking Large Language Models for Few-Shot Email Spam Detection Maxime Labonne Sean J. Moran 73 21 0 03 Apr 2023
Falsehoods that ML researchers believe about OOD detection Andi Zhang Damon J. Wischik OODD 53 6 0 23 Oct 2022
OpenOOD: Benchmarking Generalized Out-of-Distribution Detection Jingkang Yang Pengyun Wang Dejian Zou Zitang Zhou Kun Ding ... Kaiyang Zhou Wayne Zhang Dan Hendrycks Yixuan Li Ziwei Liu OODD 91 244 0 13 Oct 2022
Boosting Out-of-distribution Detection with Typical Features Yao Zhu YueFeng Chen Chuanlong Xie Xiaodan Li Rong Zhang Hui Xue Xiang Tian Bolun Zheng Yao-wu Chen OODD 156 53 0 09 Oct 2022
Out-of-Distribution Detection with Deep Nearest Neighbors Yiyou Sun Yifei Ming Xiaojin Zhu Yixuan Li OODD 212 533 0 13 Apr 2022
Towards Textual Out-of-Domain Detection without In-Domain Labels Di Jin Shuyang Gao Seokhwan Kim Yang Liu Dilek Z. Hakkani-Tür 66 23 0 22 Mar 2022
ViM: Out-Of-Distribution with Virtual-logit Matching Haoqi Wang Zhizhong Li Xue Jiang Wayne Zhang OODD 94 340 0 21 Mar 2022
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 359 4,598 0 27 Oct 2021
Entropic Issues in Likelihood-Based OOD Detection Anthony L. Caterini Gabriel Loaiza-Ganem OODD 86 16 0 22 Sep 2021
On the Out-of-distribution Generalization of Probabilistic Image Modelling Mingtian Zhang Andi Zhang Jingyu Sun OODD 96 45 0 04 Sep 2021
LoRA: Low-Rank Adaptation of Large Language Models J. E. Hu Yelong Shen Phillip Wallis Zeyuan Allen-Zhu Yuanzhi Li Shean Wang Lu Wang Weizhu Chen OffRL AI4TS AI4CE ALM AIMat 502 10,526 0 17 Jun 2021
Contrastive Out-of-Distribution Detection for Pretrained Transformers Wenxuan Zhou Fangyu Liu Muhao Chen 51 101 0 18 Apr 2021
Measuring Mathematical Problem Solving With the MATH Dataset Dan Hendrycks Collin Burns Saurav Kadavath Akul Arora Steven Basart Eric Tang Basel Alomair Jacob Steinhardt ReLM FaML 209 2,407 0 05 Mar 2021
Revisiting Mahalanobis Distance for Transformer-Based Out-of-Domain Detection Alexander Podolskiy Dmitry Lipin A. Bout Ekaterina Artemova Irina Piontkovskaya OODD 237 85 0 11 Jan 2021
Energy-based Out-of-distribution Detection Weitang Liu Xiaoyun Wang John Douglas Owens Yixuan Li OODD 273 1,375 0 08 Oct 2020
Understanding Anomaly Detection with Deep Invertible Networks through Hierarchies of Distributions and Features R. Schirrmeister Yuxuan Zhou T. Ball Dan Zhang UQCV 89 88 0 18 Jun 2020
Wat zei je? Detecting Out-of-Distribution Translations with Variational Transformers Tim Z. Xiao Aidan Gomez Y. Gal UQLM 80 35 0 08 Jun 2020
Language Models are Few-Shot Learners Tom B. Brown Benjamin Mann Nick Ryder Melanie Subbiah Jared Kaplan ... Christopher Berner Sam McCandlish Alec Radford Ilya Sutskever Dario Amodei BDL 904 42,463 0 28 May 2020
Supervised Contrastive Learning Prannay Khosla Piotr Teterwak Chen Wang Aaron Sarna Yonglong Tian Phillip Isola Aaron Maschinot Ce Liu Dilip Krishnan SSL 180 4,580 0 23 Apr 2020
Don't Stop Pretraining: Adapt Language Models to Domains and Tasks Suchin Gururangan Ana Marasović Swabha Swayamdipta Kyle Lo Iz Beltagy Doug Downey Noah A. Smith VLM AI4CE CLL 167 2,440 0 23 Apr 2020
Likelihood Ratios and Generative Classifiers for Unsupervised Out-of-Domain Detection In Task Oriented Dialog Varun Gangal Abhinav Arora Arash Einolghozati S. Gupta OODD 57 54 0 30 Dec 2019
PIQA: Reasoning about Physical Commonsense in Natural Language Yonatan Bisk Rowan Zellers Ronan Le Bras Jianfeng Gao Yejin Choi OOD LRM 186 1,847 0 26 Nov 2019
Input complexity and out-of-distribution detection with likelihood-based generative models Joan Serrà David Álvarez Vicencc Gómez Olga Slizovskaia José F. Núñez Jordi Luque OODD 157 277 0 25 Sep 2019
PubMedQA: A Dataset for Biomedical Research Question Answering Qiao Jin Bhuwan Dhingra Zhengping Liu William W. Cohen Xinghua Lu 401 913 0 13 Sep 2019
An Evaluation Dataset for Intent Classification and Out-of-Scope Prediction Stefan Larson Anish Mahendran Joseph Peper Christopher Clarke Andrew Lee ... Jonathan K. Kummerfeld Kevin Leach M. Laurenzano Lingjia Tang Jason Mars 121 532 0 04 Sep 2019
Likelihood Ratios for Out-of-Distribution Detection Jie Jessie Ren Peter J. Liu Emily Fertig Jasper Snoek Ryan Poplin M. DePristo Joshua V. Dillon Balaji Lakshminarayanan OODD 212 728 0 07 Jun 2019
BoolQ: Exploring the Surprising Difficulty of Natural Yes/No Questions Christopher Clark Kenton Lee Ming-Wei Chang Tom Kwiatkowski Michael Collins Kristina Toutanova 247 1,562 0 24 May 2019
Do Deep Generative Models Know What They Don't Know? Eric T. Nalisnick Akihiro Matsukawa Yee Whye Teh Dilan Görür Balaji Lakshminarayanan OOD 87 759 0 22 Oct 2018
A Simple Unified Framework for Detecting Out-of-Distribution Samples and Adversarial Attacks Kimin Lee Kibok Lee Honglak Lee Jinwoo Shin OODD 199 2,064 0 10 Jul 2018
Know What You Don't Know: Unanswerable Questions for SQuAD Pranav Rajpurkar Robin Jia Percy Liang RALM ELM 292 2,854 0 11 Jun 2018
Snips Voice Platform: an embedded Spoken Language Understanding system for private-by-design voice interfaces A. Coucke Alaa Saade Adrien Ball Théodore Bluche A. Caulier ... Thibault Gisselbrecht F. Caltagirone Thibaut Lavril Maël Primet Joseph Dureau SyDa 118 827 0 25 May 2018
A Baseline for Detecting Misclassified and Out-of-Distribution Examples in Neural Networks Dan Hendrycks Kevin Gimpel UQCV 179 3,482 0 07 Oct 2016