External pipelines · RISE project catalogue
ResearchAgent (NAACL 2025)
The NAACL 2025 reference implementation (arXiv:2404.07738) of *iterative research idea generation over scientific literature*. Starting from a core paper, the system retrieves related work and entities, proposes a research problem, and refines it via parallel multi-criteria reviews from LLM reviewer agents.
Where it sits
left: what it builds on · right: what builds on it · pale: exampleBy Jinheon Baek, Sujay Kumar Jauhar, Silviu Cucerzan, Sung Ju Hwang
How studies reach it
No published study reaches it yet.
Disciplines it reaches
No study reaches it yet.
Solid: published studies. Light: examples.
Computed from the records on this site: what each study, template and specialist names as used, which study extends which, and who authored what. 0 studies in total.
What it does
Among the earliest peer-reviewed treatments of agentic ideation *grounded in literature*, with an explicit multi-reviewer feedback loop and a paper+entity knowledge store. Useful as a methodological reference for the catalog's ideation-focused projects rather than as a turnkey product.
- Focus
- ideation
- Inputs
- seed-paper-ids, knowledge-store
- Outputs
- research-problem, method-proposal, experiment-design, review-scores
- Architecture
- multi-agent, tool-use, rag-knowledge-base, iterative-loop
- Maintained by
- Jinheon Baek, Sujay Kumar Jauhar, Silviu Cucerzan, Sung Ju Hwang
- Started
- 2025
Description
Data model- Discipline
- General
- Method family
- not specified
- Design
- not specified
- Research stage
- Literature discoveryResearch questionHypothesesResearch design
- Authors
- Jinheon Baek; Sujay Kumar Jauhar; Silviu Cucerzan; Sung Ju Hwang
- Usage
- not used in published research yet
- Source
- RISE project catalogue · projects/landscape · @4c17bae
- Record
- pipeline:researchagent · JSON
Solid tags are declared by the source or mapped from its terms; dashed tags are inferred by a published rule. Hover a tag for its provenance.
Bring it into the standard
A pipeline built outside e2er can meet the standard by describing its steps as a template, attaching the floor of checks and publishing evaluation records. Its authors keep ownership and credit.