{"total":15,"rows":[{"id":"2404.14994","title":"Transformers Can Represent $n$-gram Language Models","created":"2024-04-23","cited_by_count":32,"area":null},{"id":"2210.15435","title":"Grokking phase transitions in learning local rules with gradient descent","created":"2022-10-26","cited_by_count":28,"area":null},{"id":"2312.03656","title":"Interpretability Illusions in the Generalization of Simplified Models","created":"2023-12-06","cited_by_count":25,"area":null},{"id":"2406.04289","title":"What Languages are Easy to Language-Model? A Perspective from Learning Probabilistic Regular Languages","created":"2024-06-06","cited_by_count":20,"area":null},{"id":"2408.08622","title":"DeepDFA: Automata Learning through Neural Probabilistic Relaxations","created":"2024-08-16","cited_by_count":8,"area":null},{"id":"2310.05161","title":"Recurrent Neural Language Models as Probabilistic Finite-state Automata","created":"2023-10-08","cited_by_count":6,"area":null},{"id":"2310.14211","title":"LUNA: A Model-Based Universal Analysis Framework for Large Language Models","created":"2023-10-22","cited_by_count":4,"area":null},{"id":"2403.09728","title":"Simulating Weighted Automata over Sequences and Trees with Transformers","created":"2024-03-12","cited_by_count":4,"area":null},{"id":"2405.19222","title":"Lower Bounds on the Expressivity of Recurrent Neural Language Models","created":"2024-05-29","cited_by_count":4,"area":null},{"id":"2402.15814","title":"On Efficiently Representing Regular Languages as RNNs","created":"2024-02-24","cited_by_count":1,"area":null},{"id":"2509.02491","title":"RNN Generalization to Omega-Regular Languages","created":"2025-09-02","cited_by_count":1,"area":null},{"id":"2511.19100","title":"Extracting Robust Register Automata from Neural Networks over Data Sequences","created":"2025-11-24","cited_by_count":1,"area":null},{"id":"2306.16854","title":"On the Relationship Between RNN Hidden State Vectors and Semantic Ground Truth","created":"2023-06-29","cited_by_count":0,"area":null},{"id":"2502.00197","title":"Learning Model Successors","created":"2025-01-31","cited_by_count":0,"area":null},{"id":"2507.09897","title":"Algorithm Development in Neural Networks: Insights from the Streaming Parity Task","created":"2025-07-14","cited_by_count":0,"area":null}],"next_cursor":null}