Unfolding Scientific Papers into Multi-Turn Generation Trajectories for Continued Pre-Training

arXiv:2608.25826 · cs.CL, cs.AI, cs.LG · Submitted 2026-08-26 · Read on arXiv

cs.CL, cs.AI, cs.LG

Submitted: 2026-08-26

Updated: 2026-09-07

Terminology

• Benchmark — 36× in this paper · explained in 2 episodes
• Fine-Tuning — 8× in this paper · explained in 5 episodes
• Core — 5× in this paper · explained in 2 episodes
• International Conference on Learning Representations — 5× in this paper
• Adaptation — 3× in this paper · explained in 1 episode
• Association for Computational Linguistics — 3× in this paper
• Pruning — 3× in this paper · explained in 4 episodes
• Alignment — 2× in this paper · explained in 1 episode
• Catastrophic Forgetting — 2× in this paper · explained in 5 episodes
• Commentary — 2× in this paper · explained in 2 episodes
• Data Pruning — 2× in this paper · explained in 2 episodes
• Grounding — 2× in this paper · explained in 3 episodes
• LLM judge — 2× in this paper · explained in 2 episodes
• Perplexity — 2× in this paper · explained in 3 episodes
• Trace — 2× in this paper · explained in 2 episodes
• Abstraction — 1× in this paper · explained in 1 episode
• Accuracy — 1× in this paper · explained in 1 episode
• Adam — 1× in this paper · explained in 2 episodes
• Generalization — 1× in this paper · explained in 13 episodes
• Hallucination — 1× in this paper · explained in 3 episodes
• International Conference on Machine Learning — 1× in this paper
• Paper Review — 1× in this paper · explained in 2 episodes
• Reasoning Traces — 1× in this paper · explained in 3 episodes
• Robustness — 1× in this paper · explained in 5 episodes
• Scaling Laws — 1× in this paper · explained in 4 episodes

Sources

• The Pile: An 800GB Dataset of Diverse Text for Language Modeling
• When Less is More: Investigating Data Pruning for Pretraining LLMs at Scale
• Robust Bayesian Modeling of Counts with Zero inflation and Outliers: Theoretical Robustness and Efficient Computation
• The strong coupling from an improved $\tau$ vector isovector spectral function
• 3D mechano-geometric multicellular model of apical stem cell-driven plant morphogenesis

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