Rollout Roulette: A Probabilistic Inference Approach to Inference-Time Scaling of LLMs using Particle-Based Monte Carlo Methods
- Isha Puri
- Shivchander Sudalairaj
- et al.
- 2025
- NeurIPS 2025
Conference paper
Publications
792 results for Natural Language Processing
Fixing It in Post: A Comparative Study of LLM Post-Training Data Quality and Model Performance
- Aladin Djuhera
- Swanand Ravindra Kadhe
- et al.
- 2025
- NeurIPS 2025
Conference paperObjective Soups: Multilingual Multi-Task Modeling for Speech Processing
- A Saif
- Lisha Chen
- et al.
- 2025
- NeurIPS 2025
Conference paperKL-Regularized RLHF with Multiple Reference Models: Exact Solutions and Sample Complexity
- Gholamali Aminian
- Amir R Asadi
- et al.
- 2025
- NeurIPS 2025
Conference paperLanguage Model Enabled Structure Prediction from Infrared Spectra of Mixtures
- Marvin Alberts
- Filippo Ficarra
- et al.
- 2025
- NeurIPS 2025
Workshop paperRepresentation Similarity Reveals Implicit Layer Grouping in Neural Networks
- Tian Gao
- Amit Dhurandhar
- et al.
- 2025
- NeurIPS 2025
Workshop paperAccelerating Material Discovery for Metal Organic Frameworks using Large Language Models
- Sultan Alrowili
- Mathan Kumar Eswaran
- et al.
- 2025
- NeurIPS 2025
Workshop paperGeospatial Chain of Thought Reasoning for Enhanced Visual Question Answering on Satellite Imagery
- Shambhavi Shanker
- Manikandan Padmanaban
- et al.
- 2025
- NeurIPS 2025
Workshop paperWhen Data is the Algorithm: A Systematic Study and Curation of Preference Optimization Datasets
- Aladin Djuhera
- Farhan Ahmed
- et al.
- 2025
- NeurIPS 2025
Workshop paperMermaidSeqBench: An Evaluation Benchmark for LLM-to-Mermaid Sequence Diagram Generation
- Basel Shbita
- Farhan Ahmed
- et al.
- 2025
- NeurIPS 2025
Workshop paper