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Papers
Can Large Language Models Keep Up? Benchmarking Online Adaptation to Continual Knowledge Streams
ACL 2026
Multi-Constraint State Tracking with Negation: A Diagnostic Benchmark for LLM World Modeling
ACL 2026
ActionReasoningBench: Reasoning about Actions with and without Ramification Constraints
ICLR 2025
Consistent Client Simulation for Motivational Interviewing-based Counseling
ACL 2025
Finite State Automata Inside Transformers with Chain-of-Thought: A Mechanistic Study on State Tracking
ACL 2025
(How) Do Language Models Track State?
ICML 2025
RefactorBench: Evaluating Stateful Reasoning in Language Agents Through Code
ICLR 2025
StateAct: Enhancing LLM Base Agents via Self-prompting and State-tracking
ACL 2025
Unlocking State-Tracking in Linear RNNs Through Negative Eigenvalues
ICLR 2025
Chain and Causal Attention for Efficient Entity Tracking
EMNLP 2024
Entity Tracking in Language Models
ACL 2023
Improved Instruction Ordering in Recipe-Grounded Conversation
ACL 2023
OpenPI-C: A Better Benchmark and Stronger Baseline for Open-Vocabulary State Tracking
ACL 2023
Chess as a Testbed for Language Model State Tracking
AAAI 2022
SOCCER: An Information-Sparse Discourse State Tracking Collection in the Sports Commentary Domain
NAACL 2021
Bayesian joint state and parameter tracking in autoregressive models
L4DC 2020
Model-Based Synthesis of Incremental and Correct Estimators for Discrete Event Systems
IJCAI 2020
Understanding Procedural Text using Interactive Entity Networks
EMNLP 2020
Chasing Ghosts: Instruction Following as Bayesian State Tracking
NeurIPS 2019
Reasoning about Actions and State Changes by Injecting Commonsense Knowledge
EMNLP 2018
XL-NBT: A Cross-lingual Neural Belief Tracking Framework
EMNLP 2018
Reasoning About Liquids via Closed-Loop Simulation
RSS 2017