Jacob Eisenstein
- Underspecification Presents Challenges for Credibility in Modern Machine Learning
2020/11/06 by Alexander D'Amour, Alexander D’Amour, D'Amour, Alexander +81 · 8 voices · 44 citations
Computer Science · Mathematics · #Explainable Artificial Intelligence (XAI) #Machine Learning in Healthcare #Topic Modeling #cs.LG #stat.ML
- Causal Inference in Natural Language Processing: Estimation, Prediction, Interpretation and Beyond
2021/09/02 by Amir Feder, Feder, Amir, Katherine A. Keith +23 · 1 voice · 17 citations
Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #cs.CL #cs.LG
- Rewarding Progress: Scaling Automated Process Verifiers for LLM Reasoning
2024/10/10 by Amrith Setlur, Setlur, Amrith, Chirag Nagpal +15 · 71 citations
Business, Management and Accounting · Computer Science · #Business Process Modeling and Analysis #Semantic Web and Ontologies #Service-Oriented Architecture and Web Services
- Helping or Herding? Reward Model Ensembles Mitigate but do not Eliminate Reward Hacking
2023/12/14 by Jacob Eisenstein, Chirag Nagpal, Eisenstein, Jacob +24 · 2 voices · 25 citations
Computer Science · #Explainable Artificial Intelligence (XAI) #Natural Language Processing Techniques #Topic Modeling #cs.LG
- Sparse, Dense, and Attentional Representations for Text Retrieval
2020/05/01 by Yi Luan, Luan, Yi, Jacob Eisenstein +5 · 30 citations
Computer Science · #Domain Adaptation and Few-Shot Learning #Advanced Image and Video Retrieval Techniques #Machine Learning and Algorithms
- Time-Aware Language Models as Temporal Knowledge Bases
2021/06/29 by Bhuwan Dhingra, Jeremy R. Cole, Julian Martin Eisenschlos +3 · 1 voice · 18 citations
Computer Science · #Multimodal Machine Learning Applications #Natural Language Processing Techniques #Topic Modeling #cs.CL
- Robust Preference Optimization through Reward Model Distillation
2024/05/29 by Adam Fisch, Jacob Eisenstein, Fisch, Adam +13 · 2 voices · 16 citations
Computer Science · Decision Sciences · #Computation and Language (cs.CL) #Data Management and Algorithms #FOS: Computer and information sciences #Machine Learning (cs.LG) #Multi-Criteria Decision Making #Technology and Data Analysis #cs.CL #cs.LG
- Theoretical guarantees on the best-of-n alignment policy
2024/01/03 by Ahmad Beirami, Alekh Agarwal, Beirami, Ahmad +11 · 16 citations
Economics, Econometrics and Finance · Computer Science · #Sports Analytics and Performance #Explainable Artificial Intelligence (XAI) #Data Analysis with R
- Attributed Question Answering: Evaluation and Modeling for Attributed Large Language Models
2022/12/15 by Bernd Bohnet, Bohnet, Bernd, Vinh Q. Tran +39 · 9 citations
Computer Science · #Computation and Language (cs.CL) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Natural Language Processing Techniques #Topic Modeling
- Selectively Answering Ambiguous Questions
2023/05/24 by Jeremy R. Cole, Michael J. Q. Zhang, Cole, Jeremy R. +9 · 8 citations
Computer Science · #Advanced Graph Neural Networks #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Multimodal Machine Learning Applications #Topic Modeling
- Reuse Your Rewards: Reward Model Transfer for Zero-Shot Cross-Lingual Alignment
2024/04/18 by Zhaofeng Wu, Ananth Balashankar, Wu, Zhaofeng +7 · 1 voice · 7 citations
Computer Science · #Natural Language Processing Techniques #Speech Recognition and Synthesis #Topic Modeling #cs.CL
- The MultiBERTs: BERT Reproductions for Robustness Analysis
2021/06/30 by Thibault Sellam, Steve Yadlowsky, Sellam, Thibault +22 · 1 voice · 4 citations
Computer Science · #Computation and Language (cs.CL) #Data Stream Mining Techniques #FOS: Computer and information sciences #Machine Learning and Algorithms #Topic Modeling #cs.CL
- A Latent Variable Recurrent Neural Network for Discourse Relation Language Models
2016/03/07 by Yangfeng Ji, Gholamreza Haffari, Ji, Yangfeng +3 · 3 citations
Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Natural Language Processing Techniques #Neural and Evolutionary Computing (cs.NE) #Speech and dialogue systems #Topic Modeling
- InfAlign: Inference-aware language model alignment
2024/12/27 by Ananth Balashankar, Ziteng Sun, Balashankar, Ananth +21 · 2 voices · 5 citations
Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Information Theory (cs.IT) #Machine Learning (cs.LG) #cs.CL #cs.IT #cs.LG
- Don't lie to your friends: Learning what you know from collaborative self-play
2025/03/18 by Jacob Eisenstein, Eisenstein, Jacob, Reza Aghajani +13 · 2 voices · 4 citations
#cs.LG #cs.CL
- #anorexia, #anarexia, #anarexyia: Characterizing Online Community\n Practices with Orthographic Variation
2017/12/04 by Ian Stewart, Stewart, Ian, Stevie Chancellor +5 · 1 citation
Arts and Humanities · Computer Science · #Computation and Language (cs.CL) #Digital Communication and Language #Discourse Analysis in Language Studies #FOS: Computer and information sciences #Hate Speech and Cyberbullying Detection #Social and Information Networks (cs.SI)
- Cost-Optimal Active AI Model Evaluation
2025/06/09 by Anastasios N. Angelopoulos, Angelopoulos, Anastasios N., Jacob Eisenstein +7 · 2 voices · 3 citations
Social Sciences · Computer Science · #Ethics and Social Impacts of AI #Explainable Artificial Intelligence (XAI) #Machine Learning and Algorithms
- Revisiting the Primacy of English in Zero-shot Cross-lingual Transfer
2021/06/30 by Iulia Turc, Turc, Iulia, Kenton Lee +7 · 2 citations
Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Multimodal Machine Learning Applications #Natural Language Processing Techniques #Topic Modeling
- AdvAug: Robust Adversarial Augmentation for Neural Machine Translation
2020/06/21 by Yong Cheng, Lu Jiang, Cheng, Yong +5 · 1 citation
Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Multimodal Machine Learning Applications #Natural Language Processing Techniques #Topic Modeling
- Transforming and Combining Rewards for Aligning Large Language Models
2024/02/01 by Zihao Wang, Chirag Nagpal, Wang, Zihao +11 · 2 citations
Computer Science · #68T50 #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #I.2 #Natural Language Processing Techniques #Topic Modeling
- The Social Dynamics of Language Change in Online Networks
2016/09/07 by Rahul Goel, Sandeep Soni, Goel, Rahul +11 · 1 citation
Social Sciences · Computer Science · #Linguistic Variation and Morphology #Authorship Attribution and Profiling #Language and cultural evolution
- Overcoming Language Variation in Sentiment Analysis with Social Attention
2015/11/19 by Yi Yang, Jacob Eisenstein, Yang, Yi +1 · 2 citations
Computer Science · Physics and Astronomy · #Topic Modeling #Sentiment Analysis and Opinion Mining #Complex Network Analysis Techniques
- ALTA: Compiler-Based Analysis of Transformers
2024/10/23 by Peter Shaw, James Cohan, Shaw, Peter +9 · 1 voice · 2 citations
Computer Science · #Parallel Computing and Optimization Techniques #cs.AI #cs.CL #cs.LG
- MT-PingEval: Evaluating Multi-Turn Collaboration with Private Information Games
2026/02/27 by Jacob Eisenstein, Fantine Huot, Adam Fisch +2 · 2 voices
#cs.CL #cs.LG