Potential and Limitations of LLMs in Capturing Structured Semantics: A
Case Study on SRL

Potential and Limitations of LLMs in Capturing Structured Semantics: A Case Study on SRL

10 May 2024

Papers citing "Potential and Limitations of LLMs in Capturing Structured Semantics: A Case Study on SRL"

9 / 9 papers shown

Title
Semantic Mastery: Enhancing LLMs with Advanced Natural Language Understanding Mohanakrishnan Hariharan 29 0 0 01 Apr 2025
Compositional Semantic Parsing with Large Language Models Andrew Drozdov Nathanael Scharli Ekin Akyuurek Nathan Scales Xinying Song Xinyun Chen Olivier Bousquet Denny Zhou ReLM LRM 187 91 0 29 Sep 2022
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 301 11,730 0 04 Mar 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 315 8,261 0 28 Jan 2022
Semantic Role Labeling as Dependency Parsing: Exploring Latent Tree Structures Inside Arguments Yu Zhang Qingrong Xia Shilin Zhou Yong-jia Jiang G. Fu Min Zhang 43 22 0 13 Oct 2021
An MRC Framework for Semantic Role Labeling Nan Wang Jiwei Li Yuxian Meng Xiaofei Sun Han Qiu Ziyao Wang Guoyin Wang Jun He 19 5 0 14 Sep 2021
Constrained Language Models Yield Few-Shot Semantic Parsers Richard Shin C. H. Lin Sam Thomson Charles C. Chen Subhro Roy Emmanouil Antonios Platanios Adam Pauls Dan Klein J. Eisner Benjamin Van Durme 287 196 0 18 Apr 2021
The Power of Scale for Parameter-Efficient Prompt Tuning Brian Lester Rami Al-Rfou Noah Constant VPVLM 275 3,784 0 18 Apr 2021
Exploiting Cloze Questions for Few Shot Text Classification and Natural Language Inference Timo Schick Hinrich Schütze 248 1,382 0 21 Jan 2020