Calibrate to Discriminate: Improve In-Context Learning with Label-Free
Comparative Inference

Calibrate to Discriminate: Improve In-Context Learning with Label-Free Comparative Inference

3 October 2024

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Papers citing "Calibrate to Discriminate: Improve In-Context Learning with Label-Free Comparative Inference"

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Title
Batch Calibration: Rethinking Calibration for In-Context Learning and Prompt Engineering Han Zhou Xingchen Wan Lev Proleev Diana Mincu Jilin Chen Katherine A. Heller Subhrajit Roy UQLM 80 60 0 29 Sep 2023
LLM Comparative Assessment: Zero-shot NLG Evaluation through Pairwise Comparisons using Large Language Models Adian Liusie Potsawee Manakul Mark Gales ELM 58 40 0 15 Jul 2023
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 290 2,518 0 15 Jun 2022
Rethinking the Role of Demonstrations: What Makes In-Context Learning Work? Sewon Min Xinxi Lyu Ari Holtzman Mikel Artetxe M. Lewis Hannaneh Hajishirzi Luke Zettlemoyer LLMAG LRM 189 1,498 0 25 Feb 2022
How Can We Know When Language Models Know? On the Calibration of Language Models for Question Answering Zhengbao Jiang Jun Araki Haibo Ding Graham Neubig UQCV 60 437 0 02 Dec 2020
Selective Question Answering under Domain Shift Amita Kamath Robin Jia Percy Liang OOD 58 214 0 16 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 892 42,463 0 28 May 2020
Hate Speech Dataset from a White Supremacy Forum Ona de Gibert Naiara Pérez Aitor García-Pablos Montse Cuadros 72 425 0 12 Sep 2018
On Calibration of Modern Neural Networks Chuan Guo Geoff Pleiss Yu Sun Kilian Q. Weinberger UQCV 299 5,877 0 14 Jun 2017
Good Debt or Bad Debt: Detecting Semantic Orientations in Economic Texts P. Malo Ankur Sinha P. Takala P. Korhonen J. Wallenius 94 514 0 19 Jul 2013