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References (29)

[1]
Thinking Sparks!: Emergent Attention Heads in Reasoning Models During Post Training
2025
[2]
Non-Interactive Symbolic-Aided Chain-of-Thought for Logical Reasoning
2025
[3]
Thought Anchors: Which LLM Reasoning Steps Matter?
2025
[4]
Causal Head Gating: A Framework for Interpreting Roles of Attention Heads in Transformers
2025
[5]
Spotlight Your Instructions: Instruction-following with Dynamic Attention Steering
2025
[6]
Large Language Models Meet Symbolic Provers for Logical Reasoning Evaluation
2025
[7]
Analyzing the Rapid Generalization of SFT via the Perspective of Attention Head Activation Patterns
2025
[8]
Inferring Functionality of Attention Heads from their Parameters
2024
[9]
The Llama 3 Herd of Models
2024
[10]
Faithful Logical Reasoning via Symbolic Chain-of-Thought
2024
[11]
SymBa: Symbolic Backward Chaining for Structured Natural Language Reasoning
2024
[12]
Language Models can be Deductive Solvers
2024
[13]
Tell Your Model Where to Attend: Post-hoc Attention Steering for LLMs
2023
[14]
DetermLR: Augmenting LLM-based Logical Reasoning from Indeterminacy to Determinacy
2023
[15]
LINC: A Neurosymbolic Approach for Logical Reasoning by Combining Language Models with First-Order Logic Provers
2023
[16]
Logic-LM: Empowering Large Language Models with Symbolic Solvers for Faithful Logical Reasoning
2023
[17]
Satisfiability-Aided Language Models Using Declarative Prompting
2023
[18]
ReAct: Synergizing Reasoning and Acting in Language Models
2022
[19]
Language Models Are Greedy Reasoners: A Systematic Formal Analysis of Chain-of-Thought
2022
[20]
Beyond the Imitation Game: Quantifying and extrapolating the capabilities of language models
2022

Showing 20 of 29 references

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