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Deep Learning
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Learning Types
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Chain-of-Thought
23 papers
Papers per year
2023: 2
2
2024: 6
6
2025: 6
6
2026: 9
9
Papers
DPWriter: Reinforcement Learning with Diverse Planning Branching for Creative Writing
ACL 2026
Discovery and Reinforcement of Tool-Integrated Reasoning Chains via Rollout Trees
ACL 2026
Long-Chain Reasoning Distillation via Adaptive Prefix Alignment
ACL 2026
Anti-Length Shift: Dynamic Outlier Truncation for Training Efficient Reasoning Models
ACL 2026
WSDPO: A Generative Word Sense Disambiguation Framework with Chain-of-Thought and Preference Optimization
ACL 2026
Graph Reasoning Paradigm: Structured and Symbolic Reasoning with Topology-Aware Reinforcement Learning for Large Language Models
ACL 2026
Chain-of-Thought as a Lens: Evaluating Structured Reasoning Alignment between Human Preferences and Large Language Models
ACL 2026
PRISMA: Preference-Reinforced Self-Training Approach for Interpretable Emotionally Intelligent Negotiation Dialogues
ACL 2026
Think Like You Execute: Verifiable Chain of Thought from Program Traces
ACL 2026
GAMEBoT: Transparent Assessment of LLM Reasoning in Games
ACL 2025
Temporalizing Confidence: Evaluation of Chain-of-Thought Reasoning with Signal Temporal Logic
ACL 2025
PoliTo at SemEval-2025 Task 1: Beyond Literal Meaning: A Chain-of-Though Approach for Multimodal Idiomacity Understanding
ACL 2025
MovieCORE: COgnitive REasoning in Movies
EMNLP 2025
Code Execution as Grounded Supervision for LLM Reasoning
EMNLP 2025
Parrot: A Training Pipeline Enhances Both Program CoT and Natural Language CoT for Reasoning
EMNLP 2025
BBA: Bi-Modal Behavioral Alignment for Reasoning with Large Vision-Language Models
ACL 2024
Teaching Small Language Models to Reason for Knowledge-Intensive Multi-Hop Question Answering
ACL 2024
Mitigating Boundary Ambiguity and Inherent Bias for Text Classification in the Era of Large Language Models
ACL 2024
AS-ES Learning: Towards efficient CoT learning in small models
ACL 2024
How Do Humans Write Code? Large Models Do It the Same Way Too
EMNLP 2024
CELLO: Causal Evaluation of Large Vision-Language Models
EMNLP 2024
ACT-SQL: In-Context Learning for Text-to-SQL with Automatically-Generated Chain-of-Thought
EMNLP 2023
A Closer Look into Using Large Language Models for Automatic Evaluation
EMNLP 2023
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