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Fantastic Semantics and Where to Find Them: Investigating Which Layers
  of Generative LLMs Reflect Lexical Semantics

Fantastic Semantics and Where to Find Them: Investigating Which Layers of Generative LLMs Reflect Lexical Semantics

3 March 2024
Zhu Liu
Cunliang Kong
Ying Liu
Maosong Sun
ArXivPDFHTML

Papers citing "Fantastic Semantics and Where to Find Them: Investigating Which Layers of Generative LLMs Reflect Lexical Semantics"

11 / 11 papers shown
Title
SEAL: Steerable Reasoning Calibration of Large Language Models for Free
SEAL: Steerable Reasoning Calibration of Large Language Models for Free
Runjin Chen
Zhenyu (Allen) Zhang
Junyuan Hong
Souvik Kundu
Zhangyang Wang
OffRL
LRM
47
2
0
07 Apr 2025
Beyond Prompting: An Efficient Embedding Framework for Open-Domain Question Answering
Zhanghao Hu
Hanqi Yan
Qingling Zhu
Zhenyi Shen
Yulan He
Lin Gui
RALM
34
0
0
03 Mar 2025
Sparse Auto-Encoder Interprets Linguistic Features in Large Language Models
Sparse Auto-Encoder Interprets Linguistic Features in Large Language Models
Yi Jing
Zijun Yao
Lingxu Ran
Hongzhu Guo
Xiaozhi Wang
Lei Hou
Juanzi Li
47
0
0
27 Feb 2025
The Representation and Recall of Interwoven Structured Knowledge in LLMs: A Geometric and Layered Analysis
The Representation and Recall of Interwoven Structured Knowledge in LLMs: A Geometric and Layered Analysis
Ge Lei
Samuel J. Cooper
KELM
44
0
0
15 Feb 2025
Emergent effects of scaling on the functional hierarchies within large language models
Emergent effects of scaling on the functional hierarchies within large language models
Paul C. Bogdan
79
0
0
13 Jan 2025
Token Prepending: A Training-Free Approach for Eliciting Better Sentence
  Embeddings from LLMs
Token Prepending: A Training-Free Approach for Eliciting Better Sentence Embeddings from LLMs
Yuchen Fu
Zifeng Cheng
Zhiwei Jiang
Zhonghui Wang
Yafeng Yin
Zhengliang Li
Qing Gu
LLMAG
72
0
0
16 Dec 2024
Interpretability in the Wild: a Circuit for Indirect Object
  Identification in GPT-2 small
Interpretability in the Wild: a Circuit for Indirect Object Identification in GPT-2 small
Kevin Wang
Alexandre Variengien
Arthur Conmy
Buck Shlegeris
Jacob Steinhardt
210
486
0
01 Nov 2022
In-context Learning and Induction Heads
In-context Learning and Induction Heads
Catherine Olsson
Nelson Elhage
Neel Nanda
Nicholas Joseph
Nova Dassarma
...
Tom B. Brown
Jack Clark
Jared Kaplan
Sam McCandlish
C. Olah
240
453
0
24 Sep 2022
Scalar Adjective Identification and Multilingual Ranking
Scalar Adjective Identification and Multilingual Ranking
Aina Garí Soler
Marianna Apidianaki
13
6
0
03 May 2021
The Bottom-up Evolution of Representations in the Transformer: A Study
  with Machine Translation and Language Modeling Objectives
The Bottom-up Evolution of Representations in the Transformer: A Study with Machine Translation and Language Modeling Objectives
Elena Voita
Rico Sennrich
Ivan Titov
182
181
0
03 Sep 2019
Language Models as Knowledge Bases?
Language Models as Knowledge Bases?
Fabio Petroni
Tim Rocktaschel
Patrick Lewis
A. Bakhtin
Yuxiang Wu
Alexander H. Miller
Sebastian Riedel
KELM
AI4MH
393
2,216
0
03 Sep 2019
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