{"total":26,"rows":[{"id":"2410.05229","title":"GSM-Symbolic: Understanding the Limitations of Mathematical Reasoning in Large Language Models","created":"2024-10-07","cited_by_count":550,"area":"lr"},{"id":"2402.01761","title":"Rethinking Interpretability in the Era of Large Language Models","created":"2024-01-30","cited_by_count":111,"area":"lr"},{"id":"2407.20311","title":"Physics of Language Models: Part 2.1, Grade-School Math and the Hidden Reasoning Process","created":"2024-07-29","cited_by_count":108,"area":"lr"},{"id":"2402.08939","title":"Premise Order Matters in Reasoning with Large Language Models","created":"2024-02-14","cited_by_count":72,"area":"lr"},{"id":"2408.16293","title":"Physics of Language Models: Part 2.2, How to Learn From Mistakes on Grade-School Math Problems","created":"2024-08-29","cited_by_count":50,"area":"lr"},{"id":"2401.06751","title":"The Unreasonable Effectiveness of Easy Training Data for Hard Tasks","created":"2024-01-12","cited_by_count":40,"area":"lr"},{"id":"2406.04229","title":"The CLRS-Text Algorithmic Reasoning Language Benchmark","created":"2024-06-06","cited_by_count":28,"area":"lr"},{"id":"2502.02393","title":"Lower Bounds for Chain-of-Thought Reasoning in Hard-Attention Transformers","created":"2025-02-04","cited_by_count":28,"area":"lr"},{"id":"2402.03268","title":"Understanding Reasoning Ability of Language Models From the Perspective of Reasoning Paths Aggregation","created":"2024-02-05","cited_by_count":22,"area":"lr"},{"id":"2502.07827","title":"Implicit Language Models are RNNs: Balancing Parallelization and Expressivity","created":"2025-02-10","cited_by_count":22,"area":"lr"},{"id":"2502.20129","title":"Finite State Automata Inside Transformers with Chain-of-Thought: A Mechanistic Study on State Tracking","created":"2025-02-27","cited_by_count":18,"area":"lr"},{"id":"2511.07378","title":"Transformers Provably Learn Chain-of-Thought Reasoning with Length Generalization","created":"2025-11-10","cited_by_count":14,"area":"lr"},{"id":"2406.09308","title":"Transformers meet Neural Algorithmic Reasoners","created":"2024-06-13","cited_by_count":13,"area":"lr"},{"id":"2406.01895","title":"Explicitly Encoding Structural Symmetry is Key to Length Generalization in Arithmetic Tasks","created":"2024-06-04","cited_by_count":11,"area":"lr"},{"id":"2507.13332","title":"The Imitation Game: Turing Machine Imitator is Length Generalizable Reasoner","created":"2025-07-17","cited_by_count":3,"area":"lr"},{"id":"2410.06396","title":"MLissard: Multilingual Long and Simple Sequential Reasoning Benchmarks","created":"2024-10-08","cited_by_count":1,"area":"lr"},{"id":"2602.14404","title":"Boule or Baguette? A Study on Task Topology, Length Generalization, and the Benefit of Reasoning Traces","created":"2026-02-16","cited_by_count":1,"area":"lr"},{"id":"2603.06870","title":"LEAD: Breaking the No-Recovery Bottleneck in Long-Horizon Reasoning","created":"2026-03-06","cited_by_count":1,"area":"lr"},{"id":"2604.25800","title":"Barriers to Universal Reasoning With Transformers (And How to Overcome Them)","created":"2026-04-28","cited_by_count":1,"area":"lr"},{"id":"2606.21884","title":"A Verifiable Search Is Not a Learnable Chain-of-Thought","created":"2026-06-20","cited_by_count":1,"area":"lr"},{"id":"2512.03272","title":"When Do Symbolic Solvers Enhance Reasoning in Large Language Models?","created":"2025-12-02","cited_by_count":0,"area":"lr"},{"id":"2603.06635","title":"Graph Property Inference in Small Language Models: Effects of Representation and Reasoning Strategy","created":"2026-02-24","cited_by_count":0,"area":"lr"},{"id":"2605.28700","title":"The Importance of Being Statistically Earnest: A Critical Re-evaluation of GSM-Symbolic","created":"2026-05-27","cited_by_count":0,"area":"lr"},{"id":"2606.15686","title":"Recurrent Reasoning on Symbolic Puzzles with Sequence Models","created":"2026-04-19","cited_by_count":0,"area":"lr"},{"id":"2606.21974","title":"Fine-Tuning Large Language Models for Quantum Reasoning","created":"2026-06-20","cited_by_count":0,"area":"lr"},{"id":"2609.33144","title":"Beyond the Training Horizon: Mechanisms and Limits of Length Generalization in Looped Transformers","created":"2026-09-27","cited_by_count":0,"area":"lr"}],"next_cursor":null}