Language Models Implement Simple Word2Vec-style Vector Arithmetic

25 May 2023

Papers citing "Language Models Implement Simple Word2Vec-style Vector Arithmetic"

21 / 21 papers shown

Title
Towards Contamination Resistant Benchmarks Rahmatullah Musawi Sheng Lu 42 0 0 13 May 2025
Signatures of human-like processing in Transformer forward passes Jennifer Hu Michael A. Lepori Michael Franke AI4CE 156 0 0 18 Apr 2025
M2IV: Towards Efficient and Fine-grained Multimodal In-Context Learning in Large Vision-Language Models Yanshu Li Hongyang He Yi Cao Qisen Cheng Xiang Fu Ruixiang Tang VLM 40 0 0 06 Apr 2025
The Semantic Hub Hypothesis: Language Models Share Semantic Representations Across Languages and Modalities Zhaofeng Wu Xinyan Velocity Yu Dani Yogatama Jiasen Lu Yoon Kim AIFin 54 10 0 07 Nov 2024
All or None: Identifiable Linear Properties of Next-token Predictors in Language Modeling Emanuele Marconato Sébastien Lachapelle Sebastian Weichwald Luigi Gresele 69 3 0 30 Oct 2024
ELICIT: LLM Augmentation via External In-Context Capability Futing Wang Jianhao Yan Yue Zhang Tao Lin 41 0 0 12 Oct 2024
From Tokens to Words: On the Inner Lexicon of LLMs Guy Kaplan Matanel Oren Yuval Reif Roy Schwartz 48 12 0 08 Oct 2024
Racing Thoughts: Explaining Contextualization Errors in Large Language Models Michael A. Lepori Michael Mozer Asma Ghandeharioun LRM 85 1 0 02 Oct 2024
Knowledge Circuits in Pretrained Transformers Yunzhi Yao Ningyu Zhang Zekun Xi Meng Wang Ziwen Xu Shumin Deng Huajun Chen KELM 64 20 0 28 May 2024
Uncovering Intermediate Variables in Transformers using Circuit Probing Michael A. Lepori Thomas Serre Ellie Pavlick 75 7 0 07 Nov 2023
Codebook Features: Sparse and Discrete Interpretability for Neural Networks Alex Tamkin Mohammad Taufeeque Noah D. Goodman 32 27 0 26 Oct 2023
Towards a Mechanistic Interpretation of Multi-Step Reasoning Capabilities of Language Models Yifan Hou Jiaoda Li Yu Fei Alessandro Stolfo Wangchunshu Zhou Guangtao Zeng Antoine Bosselut Mrinmaya Sachan LRM 30 40 0 23 Oct 2023
DecoderLens: Layerwise Interpretation of Encoder-Decoder Transformers Anna Langedijk Hosein Mohebbi Gabriele Sarti Willem H. Zuidema Jaap Jumelet 29 10 0 05 Oct 2023
Towards Best Practices of Activation Patching in Language Models: Metrics and Methods Fred Zhang Neel Nanda LLMSV 33 97 0 27 Sep 2023
Dissecting Recall of Factual Associations in Auto-Regressive Language Models Mor Geva Jasmijn Bastings Katja Filippova Amir Globerson KELM 191 261 0 28 Apr 2023
Interpretability in the Wild: a Circuit for Indirect Object Identification in GPT-2 small Kevin Wang Alexandre Variengien Arthur Conmy Buck Shlegeris Jacob Steinhardt 212 496 0 01 Nov 2022
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 250 460 0 24 Sep 2022
Analyzing Commonsense Emergence in Few-shot Knowledge Models Jeff Da Ronan Le Bras Ximing Lu Yejin Choi Antoine Bosselut AI4MH KELM 64 40 0 01 Jan 2021
The Bottom-up Evolution of Representations in the Transformer: A Study with Machine Translation and Language Modeling Objectives Elena Voita Rico Sennrich Ivan Titov 195 181 0 03 Sep 2019
Language Models as Knowledge Bases? Fabio Petroni Tim Rocktaschel Patrick Lewis A. Bakhtin Yuxiang Wu Alexander H. Miller Sebastian Riedel KELM AI4MH 415 2,586 0 03 Sep 2019
Efficient Estimation of Word Representations in Vector Space Tomáš Mikolov Kai Chen G. Corrado J. Dean 3DV 242 31,257 0 16 Jan 2013