Sequential Monte Carlo Steering of Large Language Models using
Probabilistic Programs

Sequential Monte Carlo Steering of Large Language Models using Probabilistic Programs

5 June 2023

Alexander K. Lew

Vikash K. Mansinghka

Papers citing "Sequential Monte Carlo Steering of Large Language Models using Probabilistic Programs"

9 / 9 papers shown

Title
Semantic Probabilistic Control of Language Models Kareem Ahmed Catarina G Belém Padhraic Smyth Sameer Singh 35 0 0 04 May 2025
A General Framework for Inference-time Scaling and Steering of Diffusion Models R. Singhal Zachary Horvitz Ryan Teehan Mengye Ren Zhou Yu Kathleen McKeown Rajesh Ranganath DiffM 61 15 0 17 Jan 2025
Estimating the Probabilities of Rare Outputs in Language Models Gabriel Wu Jacob Hilton AAML UQCV 35 2 0 17 Oct 2024
Amortized Control of Continuous State Space Feynman-Kac Model for Irregular Time Series Byoungwoo Park Hyungi Lee Juho Lee AI4TS 41 0 0 08 Oct 2024
Understanding Epistemic Language with a Language-augmented Bayesian Theory of Mind Lance Ying Tan Zhi-Xuan Lionel Wong Vikash K. Mansinghka J. Tenenbaum 50 1 0 21 Aug 2024
Multi-Layer Ranking with Large Language Models for News Source Recommendation Wenjia Zhang Lin Gui Rob Procter Yulan He 21 3 0 17 Jun 2024
Loose LIPS Sink Ships: Asking Questions in Battleship with Language-Informed Program Sampling Gabriel Grand Valerio Pepe Jacob Andreas Joshua B. Tenenbaum ReLM 21 6 0 29 Feb 2024
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 301 11,730 0 04 Mar 2022
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models Jason W. Wei Xuezhi Wang Dale Schuurmans Maarten Bosma Brian Ichter F. Xia Ed H. Chi Quoc Le Denny Zhou LM&Ro LRM AI4CE ReLM 315 8,261 0 28 Jan 2022