CSS: Contrastive Semantic Similarity for Uncertainty Quantification of LLMs

5 June 2024

Papers citing "CSS: Contrastive Semantic Similarity for Uncertainty Quantification of LLMs"

19 / 19 papers shown

Title
TF-CLIP: Learning Text-free CLIP for Video-based Person Re-Identification Chenyang Yu Xuehu Liu Yingquan Wang Pingping Zhang Huchuan Lu VLM 50 27 0 15 Dec 2023
CLIP-S $^4$ : Language-Guided Self-Supervised Semantic Segmentation Wenbin He Suphanut Jamonnak Liangke Gou Liu Ren VLM 96 32 0 01 May 2023
Out-of-Distribution Detection and Selective Generation for Conditional Language Models Jie Jessie Ren Jiaming Luo Yao-Min Zhao Kundan Krishna Mohammad Saleh Balaji Lakshminarayanan Peter J. Liu OODD 113 110 0 30 Sep 2022
Language Models (Mostly) Know What They Know Saurav Kadavath Tom Conerly Amanda Askell T. Henighan Dawn Drain ... Nicholas Joseph Benjamin Mann Sam McCandlish C. Olah Jared Kaplan ELM 117 817 0 11 Jul 2022
Hierarchical Text-Conditional Image Generation with CLIP Latents Aditya A. Ramesh Prafulla Dhariwal Alex Nichol Casey Chu Mark Chen VLM DiffM 401 6,866 0 13 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 489 6,240 0 05 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 203 1,949 0 29 Mar 2022
Unsolved Problems in ML Safety Dan Hendrycks Nicholas Carlini John Schulman Jacob Steinhardt 242 289 0 28 Sep 2021
A Review of Uncertainty Quantification in Deep Learning: Techniques, Applications and Challenges Moloud Abdar Farhad Pourpanah Sadiq Hussain Dana Rezazadegan Li Liu ... Xiaochun Cao Abbas Khosravi U. Acharya V. Makarenkov S. Nahavandi BDL UQCV 339 1,922 0 12 Nov 2020
DeBERTa: Decoding-enhanced BERT with Disentangled Attention Pengcheng He Xiaodong Liu Jianfeng Gao Weizhu Chen AAML 159 2,737 0 05 Jun 2020
Unsupervised Quality Estimation for Neural Machine Translation M. Fomicheva Shuo Sun Lisa Yankovskaya Frédéric Blain Francisco Guzmán Mark Fishel Nikolaos Aletras Vishrav Chaudhary Lucia Specia UQLM 85 206 0 21 May 2020
Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks Nils Reimers Iryna Gurevych 1.3K 12,226 0 27 Aug 2019
Correcting Length Bias in Neural Machine Translation Kenton W. Murray David Chiang AIMat 69 157 0 29 Aug 2018
CoQA: A Conversational Question Answering Challenge Siva Reddy Danqi Chen Christopher D. Manning RALM HAI 98 1,205 0 21 Aug 2018
UMAP: Uniform Manifold Approximation and Projection for Dimension Reduction Leland McInnes John Healy James Melville 160 9,432 0 09 Feb 2018
Selective Classification for Deep Neural Networks Yonatan Geifman Ran El-Yaniv CVBM 95 527 0 23 May 2017
TriviaQA: A Large Scale Distantly Supervised Challenge Dataset for Reading Comprehension Mandar Joshi Eunsol Choi Daniel S. Weld Luke Zettlemoyer RALM 207 2,654 0 09 May 2017
What Uncertainties Do We Need in Bayesian Deep Learning for Computer Vision? Alex Kendall Y. Gal BDL OOD UD UQCV PER 354 4,709 0 15 Mar 2017
A Tutorial on Spectral Clustering U. V. Luxburg 290 10,537 0 01 Nov 2007