Inverse scaling can become U-shaped

Inverse scaling can become U-shaped

3 November 2022

Papers citing "Inverse scaling can become U-shaped"

15 / 15 papers shown

Title
Distributional Scaling Laws for Emergent Capabilities Rosie Zhao Tian Qin David Alvarez-Melis Sham Kakade Naomi Saphra LRM 39 1 0 24 Feb 2025
U-shaped and Inverted-U Scaling behind Emergent Abilities of Large Language Models Tung-Yu Wu Pei-Yu Lo ReLM LRM 46 2 0 02 Oct 2024
Investigating the Impact of Model Complexity in Large Language Models Jing Luo Huiyuan Wang Weiran Huang 39 0 0 01 Oct 2024
A Systematic Survey and Critical Review on Evaluating Large Language Models: Challenges, Limitations, and Recommendations Md Tahmid Rahman Laskar Sawsan Alqahtani M Saiful Bari Mizanur Rahman Mohammad Abdullah Matin Khan ... Chee Wei Tan Md. Rizwan Parvez Enamul Hoque Chenyu You Jimmy Huang ELM ALM 31 28 0 04 Jul 2024
Instruction-following Evaluation through Verbalizer Manipulation Shiyang Li Jun Yan Hai Wang Zheng Tang Xiang Ren Vijay Srinivasan Hongxia Jin 36 25 0 20 Jul 2023
Revisiting Out-of-distribution Robustness in NLP: Benchmark, Analysis, and LLMs Evaluations Lifan Yuan Yangyi Chen Ganqu Cui Hongcheng Gao Fangyuan Zou Xingyi Cheng Heng Ji Zhiyuan Liu Maosong Sun 39 73 0 07 Jun 2023
Beyond Positive Scaling: How Negation Impacts Scaling Trends of Language Models Yuhui Zhang Michihiro Yasunaga Zhengping Zhou Jeff Z. HaoChen James Zou Percy Liang Serena Yeung 47 7 0 27 May 2023
Model evaluation for extreme risks Toby Shevlane Sebastian Farquhar Ben Garfinkel Mary Phuong Jess Whittlestone ... Vijay Bolina Jack Clark Yoshua Bengio Paul Christiano Allan Dafoe ELM 46 152 0 24 May 2023
NevIR: Negation in Neural Information Retrieval Orion Weller Dawn J Lawrie Benjamin Van Durme MU 61 18 0 12 May 2023
The Capacity for Moral Self-Correction in Large Language Models Deep Ganguli Amanda Askell Nicholas Schiefer Thomas I. Liao Kamil.e Lukovsiut.e ... Tom B. Brown C. Olah Jack Clark Sam Bowman Jared Kaplan LRM ReLM 45 158 0 15 Feb 2023
Discovering Language Model Behaviors with Model-Written Evaluations Ethan Perez Sam Ringer Kamilė Lukošiūtė Karina Nguyen Edwin Chen ... Danny Hernandez Deep Ganguli Evan Hubinger Nicholas Schiefer Jared Kaplan ALM 22 364 0 19 Dec 2022
Calibrated Interpretation: Confidence Estimation in Semantic Parsing Elias Stengel-Eskin Benjamin Van Durme UQLM 41 24 0 14 Nov 2022
Large Language Models are Zero-Shot Reasoners Takeshi Kojima S. Gu Machel Reid Yutaka Matsuo Yusuke Iwasawa ReLM LRM 328 4,077 0 24 May 2022
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models Jason W. Wei Xuezhi Wang Dale Schuurmans Maarten Bosma Brian Ichter F. Xia Ed H. Chi Quoc Le Denny Zhou LM&Ro LRM AI4CE ReLM 395 8,559 0 28 Jan 2022
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 264 4,489 0 23 Jan 2020