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Fantastic Semantics and Where to Find Them: Investigating Which Layers
  of Generative LLMs Reflect Lexical Semantics
v1v2 (latest)

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
ArXiv (abs)PDFHTMLGithub (1★)

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

17 / 17 papers shown
Hierarchical Token Prepending: Enhancing Information Flow in Decoder-based LLM Embeddings
Hierarchical Token Prepending: Enhancing Information Flow in Decoder-based LLM Embeddings
Xueying Ding
Xingyue Huang
Mingxuan Ju
Liam Collins
Yozen Liu
Leman Akoglu
Neil Shah
Tong Zhao
103
1
0
18 Nov 2025
Learning to Look at the Other Side: A Semantic Probing Study of Word Embeddings in LLMs with Enabled Bidirectional Attention
Learning to Look at the Other Side: A Semantic Probing Study of Word Embeddings in LLMs with Enabled Bidirectional AttentionAnnual Meeting of the Association for Computational Linguistics (ACL), 2025
Zhaoxin Feng
Jianfei Ma
Emmanuele Chersoni
Xiaojing Zhao
Xiaoyi Bao
148
3
0
02 Oct 2025
Binary Autoencoder for Mechanistic Interpretability of Large Language Models
Binary Autoencoder for Mechanistic Interpretability of Large Language Models
Hakaze Cho
Haolin Yang
Brian M. Kurkoski
Naoya Inoue
MQ
200
0
0
25 Sep 2025
HiCoLoRA: Addressing Context-Prompt Misalignment via Hierarchical Collaborative LoRA for Zero-Shot DST
HiCoLoRA: Addressing Context-Prompt Misalignment via Hierarchical Collaborative LoRA for Zero-Shot DST
Shuyu Zhang
Yifan Wei
X. Wang
Yanmin Zhu
Yangfan He
Yixuan Weng
Bin Li
Yujie Liu
VLM
155
0
0
24 Sep 2025
$R^2$-CoD: Understanding Text-Graph Complementarity in Relational Reasoning via Knowledge Co-Distillation
R2R^2R2-CoD: Understanding Text-Graph Complementarity in Relational Reasoning via Knowledge Co-Distillation
Zhen Wu
Ritam Dutt
Luke M. Breitfeller
Armineh Nourbakhsh
Siddharth Parekh
Carolyn Rose
147
0
0
02 Aug 2025
LayerCake: Token-Aware Contrastive Decoding within Large Language Model Layers
LayerCake: Token-Aware Contrastive Decoding within Large Language Model Layers
Jingze Zhu
Y. Wu
Wenbo Zhu
Jiawang Cao
Y. Zheng
Jiawei Chen
Xu Yang
Bernt Schiele
Jonas Fischer
Xinting Hu
OffRL
176
0
0
06 Jul 2025
On-the-Fly Adaptive Distillation of Transformer to Dual-State Linear Attention
On-the-Fly Adaptive Distillation of Transformer to Dual-State Linear Attention
Yeonju Ro
Zhenyu Zhang
Souvik Kundu
Zhangyang Wang
Aditya Akella
407
2
0
11 Jun 2025
Plug-in and Fine-tuning: Bridging the Gap between Small Language Models and Large Language Models
Plug-in and Fine-tuning: Bridging the Gap between Small Language Models and Large Language ModelsAnnual Meeting of the Association for Computational Linguistics (ACL), 2025
Kyeonghyun Kim
Jinhee Jang
Juhwan Choi
Yoonji Lee
Kyohoon Jin
Youngbin Kim
224
0
0
09 Jun 2025
Spectral Insights into Data-Oblivious Critical Layers in Large Language Models
Spectral Insights into Data-Oblivious Critical Layers in Large Language ModelsAnnual Meeting of the Association for Computational Linguistics (ACL), 2025
Xuyuan Liu
Lei Hsiung
Yaoqing Yang
Yujun Yan
AAML
267
1
0
31 May 2025
GMSA: Enhancing Context Compression via Group Merging and Layer Semantic Alignment
GMSA: Enhancing Context Compression via Group Merging and Layer Semantic Alignment
Jiwei Tang
Zhicheng Zhang
Shunlong Wu
Jingheng Ye
Lichen Bai
...
Tingwei Lu
Jiaqi Chen
Lin Hai
Hai-Tao Zheng
Hong-Gee Kim
269
4
0
18 May 2025
SEAL: Steerable Reasoning Calibration of Large Language Models for Free
SEAL: Steerable Reasoning Calibration of Large Language Models for Free
Runjin Chen
Zhenyu Zhang
Junyuan Hong
Souvik Kundu
Zhangyang Wang
OffRLLRM
412
37
0
07 Apr 2025
Language Model Uncertainty Quantification with Attention Chain
Language Model Uncertainty Quantification with Attention Chain
Yinghao Li
Rushi Qiang
Lama Moukheiber
Chao Zhang
LRM
297
7
0
24 Mar 2025
Beyond Prompting: An Efficient Embedding Framework for Open-Domain Question Answering
Beyond Prompting: An Efficient Embedding Framework for Open-Domain Question AnsweringAnnual Meeting of the Association for Computational Linguistics (ACL), 2025
Zhanghao Hu
Hanqi Yan
Qingling Zhu
Zhenyi Shen
Yulan He
Lin Gui
RALM
353
0
0
03 Mar 2025
Layerwise Recall and the Geometry of Interwoven Knowledge in LLMs
Layerwise Recall and the Geometry of Interwoven Knowledge in LLMs
Ge Lei
Samuel J. Cooper
KELM
351
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
216
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 LLMsAnnual Meeting of the Association for Computational Linguistics (ACL), 2024
Yuchen Fu
Zifeng Cheng
Zhiwei Jiang
Zhonghui Wang
Yafeng Yin
Zhengliang Li
Qing Gu
LLMAG
262
8
0
16 Dec 2024
The Remarkable Robustness of LLMs: Stages of Inference?
The Remarkable Robustness of LLMs: Stages of Inference?
Vedang Lad
Wes Gurnee
Max Tegmark
Max Tegmark
519
86
0
27 Jun 2024
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