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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.

Indexed in RISE · dormantConformance with the standard plannedProject site

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
Contributors
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

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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.