{"total":24,"rows":[{"id":"2501.09891","title":"Evolving Deeper LLM Thinking","created":"2025-01-17","cited_by_count":58,"area":"lr"},{"id":"2412.11936","title":"A Survey of Mathematical Reasoning in the Era of Multimodal Large Language Model: Benchmark, Method & Challenges","created":"2024-12-16","cited_by_count":55,"area":"lr"},{"id":"2501.19306","title":"SETS: Leveraging Self-Verification and Self-Correction for Improved Test-Time Scaling","created":"2025-01-31","cited_by_count":54,"area":"lr"},{"id":"2503.04412","title":"Wider or Deeper? Scaling LLM Inference-Time Compute with Adaptive Branching Tree Search","created":"2025-03-06","cited_by_count":51,"area":"lr"},{"id":"2502.14565","title":"ReVISE: Learning to Refine at Test-Time via Intrinsic Self-Verification","created":"2025-02-20","cited_by_count":35,"area":"lr"},{"id":"2505.22453","title":"First SFT, Second RL, Third UPT: Continual Improving Multi-Modal LLM Reasoning via Unsupervised Post-Training","created":"2025-05-28","cited_by_count":34,"area":"lr"},{"id":"2506.05345","title":"Inference-Time Hyper-Scaling with KV Cache Compression","created":"2025-06-05","cited_by_count":27,"area":"lr"},{"id":"2506.08295","title":"From Passive to Active Reasoning: Can Large Language Models Ask the Right Questions under Incomplete Information?","created":"2025-06-09","cited_by_count":23,"area":"lr"},{"id":"2503.21961","title":"Entropy-Gated Branching for Efficient Test-Time Reasoning","created":"2025-03-27","cited_by_count":22,"area":"lr"},{"id":"2501.13122","title":"Zero-Shot Verification-guided Chain of Thoughts","created":"2025-01-21","cited_by_count":10,"area":"lr"},{"id":"2504.00406","title":"VerifiAgent: a Unified Verification Agent in Language Model Reasoning","created":"2025-04-01","cited_by_count":10,"area":"lr"},{"id":"2410.12608","title":"Not All Votes Count! Programs as Verifiers Improve Self-Consistency of Language Models for Math Reasoning","created":"2024-10-16","cited_by_count":9,"area":"lr"},{"id":"2503.13514","title":"RAG-KG-IL: A Multi-Agent Hybrid Framework for Reducing Hallucinations and Enhancing LLM Reasoning through RAG and Incremental Knowledge Graph Learning Integration","created":"2025-03-14","cited_by_count":9,"area":"lr"},{"id":"2504.09802","title":"Enhancing Reasoning Abilities of Small LLMs with Cognitive Alignment","created":"2025-04-14","cited_by_count":7,"area":"lr"},{"id":"2512.18196","title":"LogicReward: Incentivizing LLM Reasoning via Step-Wise Logical Supervision","created":"2025-12-20","cited_by_count":6,"area":"lr"},{"id":"2502.12275","title":"Integrating Expert Knowledge into Logical Programs via LLMs","created":"2025-02-17","cited_by_count":3,"area":"lr"},{"id":"2506.22376","title":"OptScale: Probabilistic Optimality for Inference-time Scaling","created":"2025-06-27","cited_by_count":3,"area":"lr"},{"id":"2508.12265","title":"Fast, Slow, and Tool-augmented Thinking for LLMs: A Review","created":"2025-08-17","cited_by_count":2,"area":"lr"},{"id":"2509.09712","title":"The Thinking Therapist: Training Large Language Models to Deliver Acceptance and Commitment Therapy using Supervised Fine-Tuning and Odds Ratio Policy Optimization","created":"2025-09-08","cited_by_count":2,"area":"lr"},{"id":"2506.02338","title":"One Missing Piece for Open-Source Reasoning Models: A Dataset to Mitigate Cold-Starting Short CoT LLMs in RL","created":"2025-06-03","cited_by_count":0,"area":"lr"},{"id":"2510.25310","title":"Parrot: A Training Pipeline Enhances Both Program CoT and Natural Language CoT for Reasoning","created":"2025-10-29","cited_by_count":0,"area":"lr"},{"id":"2602.08586","title":"DIANOIA: Diagnostic Decomposition and Joint Optimization for Multi-Agent Reasoning","created":"2026-02-09","cited_by_count":0,"area":"lr"},{"id":"2606.16811","title":"Scaling LLM Reasoning from Minimal Labels: A Semi-Supervised Framework with a Lightweight Verifier","created":"2026-06-15","cited_by_count":0,"area":"lr"},{"id":"2609.19002","title":"Code Consistency Preference Optimization Verification for Language Model Alignment","created":"2026-07-18","cited_by_count":0,"area":"lr"}],"next_cursor":null}