Training Data Synthesis Pipeline

Iterative approach to construct challenging synthetic multi-hop QA pairs, long-form report writing tasks, and math/code reasoning tasks that exceed difficulty of existing datasets.

Neighborhood — ranked by edge-count

Frameworks (1)

framework

SFR-DeepResearch
implements
The paper's core contribution: an RL-based framework for training autonomous single-agent LLMs to perform deep research with web search, browsing, and code execution.

Related by similarity (8)

cosine ≥ 0.65 · no typed edge

Entities in the same semantic neighborhood but without a typed relation to this one — candidates for new edges or unrecognized duplicates.

Critique-Revision Pipelinemethod0.733
Supervised stage method: model generates response, then critiques it according to a principle, then revises it; repeated multiple times.
Internet-scale Training Corpusconcept0.707
The large corpus of human-generated text on which LLMs are trained, which provisions character archetypes and narrative structures
Training Datapointsconcept0.705
Individual examples used during post-training that can cause specific behaviors.
Synthesis of Formconcept0.704
Christopher Alexander’s early method that decomposes design problems into a hierarchical tree of requirements and synthesizes form as a balance of forces.
Surgical Trainingconcept0.699
Training approach targeting only functionally specialized components to avoid catastrophic forgetting and misalignment
Post-training alignmentconcept0.698
Broader research area: methods to align model behavior after initial training, where undesired behaviors can emerge.
Modern Synthesisframework0.698
The standard evolutionary theory integrating Darwinian selection with Mendelian genetics; paper argues it needs expansion with MCA.
Image Synthesis and Manipulationconcept0.694
Primary worked example demonstrating denotational design principles