Reinforcement Learning Improves Traversal of Parametric Knowledge in LLMs

arXiv:2511.05933 · cs.CL, cs.AI · Submitted 2025-11-08 · Read on arXiv

cs.CL, cs.AI

Submitted: 2025-11-08

Updated: 2026-09-04

Comments: `

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

Accuracy — 30× in this paper · explained in 1 episode
Structured Prompting — 22× in this paper · explained in 2 episodes
Distillation — 15× in this paper · explained in 2 episodes
Reinforcement Learning — 14× in this paper · explained in 4 episodes
Cosine Similarity — 12× in this paper · explained in 3 episodes
Alignment — 11× in this paper · explained in 1 episode
Benchmark — 10× in this paper · explained in 2 episodes
International Patent Classification — 7× in this paper
Ontology — 7× in this paper · explained in 2 episodes
Alignment Tax — 6× in this paper · explained in 4 episodes
RAG — 6× in this paper · explained in 3 episodes
Trace — 5× in this paper · explained in 2 episodes
Fidelity — 3× in this paper · explained in 2 episodes
GRPO — 3× in this paper · explained in 6 episodes
Instruction Tuning — 3× in this paper · explained in 2 episodes
Failure Modes — 2× in this paper · explained in 3 episodes
Fine-Tuning — 2× in this paper · explained in 5 episodes
Hallucination — 2× in this paper · explained in 3 episodes
Longest Common Subsequence — 2× in this paper
Reinforcement Learning (RL) — 2× in this paper · explained in 25 episodes
Verifiable Rewards — 2× in this paper · explained in 2 episodes
Adam — 1× in this paper · explained in 2 episodes
Calibration — 1× in this paper · explained in 7 episodes
Chain-of-Thought (CoT) — 1× in this paper · explained in 4 episodes
Chain-of-Thought Prompting — 1× in this paper · explained in 2 episodes
Common Subsequence Score — 1× in this paper
Consistency — 1× in this paper · explained in 3 episodes
Data Pruning — 1× in this paper · explained in 2 episodes
Decoupling — 1× in this paper · explained in 2 episodes
F1 Score — 1× in this paper · explained in 3 episodes
Generalization — 1× in this paper · explained in 13 episodes
Large Language Models (LLMs) — 1× in this paper · explained in 6 episodes
Multi-agent Collaboration — 1× in this paper · explained in 2 episodes
On-Policy Distillation — 1× in this paper · explained in 3 episodes
Pruning — 1× in this paper · explained in 4 episodes
Reasoning Traces — 1× in this paper · explained in 3 episodes
Retrieval-Augmented Generation (RAG) — 1× in this paper · explained in 16 episodes
Transferability — 1× in this paper · explained in 4 episodes
Transformer — 1× in this paper · explained in 2 episodes

Terminology

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