Josifoski, Martin
- Grammar-Constrained Decoding for Structured NLP Tasks without Finetuning
2023/05/23 by Saibo Geng, Geng, Saibo, Josifoski, Martin +4 · 36 citations
Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Multimodal Machine Learning Applications #Natural Language Processing Techniques #Topic Modeling
- Exploiting Asymmetry for Synthetic Training Data Generation: SynthIE and the Case of Information Extraction
2023/03/07 by Josifoski, Martin, Sakota, Marija, Peyrard, Maxime +1 · 15 citations
#Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- GenIE: Generative Information Extraction
2021/12/15 by Martin Josifoski, Nicola De Cao, Josifoski, Martin +7 · 8 citations
Computer Science · #Advanced Text Analysis Techniques #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Natural Language Processing Techniques #Topic Modeling
- A Glitch in the Matrix? Locating and Detecting Language Model Grounding with Fakepedia
2023/12/04 by Monea, Giovanni, Peyrard, Maxime, Josifoski, Martin +6 · 9 citations
#Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Evaluating Language Model Agency through Negotiations
2024/01/09 by Tim R. Davidson, Davidson, Tim R., Veniamin Veselovsky +11 · 9 citations
Computer Science · #Topic Modeling #Multi-Agent Systems and Negotiation #Natural Language Processing Techniques
- Generating Faithful Synthetic Data with Large Language Models: A Case Study in Computational Social Science
2023/05/24 by Veniamin Veselovsky, Manoel Horta Ribeiro, Veselovsky, Veniamin +9 · 5 citations
Computer Science · Social Sciences · #Topic Modeling #Natural Language Processing Techniques #Computational and Text Analysis Methods
- AI Research Agents for Machine Learning: Search, Exploration, and Generalization in MLE-bench
2025/07/03 by Toledo, Edan, Hambardzumyan, Karen, Josifoski, Martin +22 · 12 citations
#Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Scalable Zero-shot Entity Linking with Dense Entity Retrieval
2019/11/10 by Wu, Ledell, Petroni, Fabio, Josifoski, Martin +2 · 2 citations
#Computation and Language (cs.CL) #FOS: Computer and information sciences
- Sketch-Guided Constrained Decoding for Boosting Blackbox Large Language Models without Logit Access
2024/01/18 by Saibo Geng, Berkay Döner, Geng, Saibo +7 · 3 citations
Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Multimodal Machine Learning Applications #Natural Language Processing Techniques #Topic Modeling
- Flows: Building Blocks of Reasoning and Collaborating AI
2023/08/02 by Martin Josifoski, Lars Klein, Josifoski, Martin +18 · 2 citations
Computer Science · #Artificial Intelligence (cs.AI) #Data Stream Mining Techniques #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Human-Computer Interaction (cs.HC) #Reinforcement Learning in Robotics
- PACOH: Bayes-Optimal Meta-Learning with PAC-Guarantees
2020/02/13 by Rothfuss, Jonas, Fortuin, Vincent, Josifoski, Martin +1 · 1 citation
#68Q32 #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Invariant Language Modeling
2021/10/16 by Peyrard, Maxime, Ghotra, Sarvjeet Singh, Josifoski, Martin +5 · 1 citation
#Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- The Automated LLM Speedrunning Benchmark: Reproducing NanoGPT Improvements
2025/06/27 by Zhao, Bingchen, Magka, Despoina, Jiang, Minqi +20 · 1 citation
#Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG)