External pipelines · RISE project catalogue
OpenScholar (AI2)
A retrieval-augmented LM designed to answer scientific queries by searching the literature and generating responses grounded in sources. Releases include training code, an 8B fine-tuned Llama checkpoint, an offline retrieval index, and the ScholarQABench evaluation suite. Sits in the literature block of the RISE diagram with strong evaluation tooling.
Where it sits
left: what it builds on · right: what builds on it · pale: exampleContributed by Akari Asai, Allen Institute for AI
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 contributed what. 0 studies in total.
What it does
Pairs the inference system with two purpose-built evaluation artifacts — ScholarQABench (automatic) and OpenScholar_ExpertEval (human) — addressing the under-developed *evaluation* axis of scholarly-synthesis systems. Open weights make it usable as a research baseline.
- Focus
- literature
- Inputs
- research-question
- Outputs
- cited-response, citations
- Architecture
- rag-knowledge-base, tool-use, iterative-loop
- Maintained by
- Akari Asai; Allen Institute for AI
- Started
- 2024
Description
Data model- Discipline
- General
- Method family
- Literature review
- Design
- not specified
- Research stage
- Literature discoveryLiterature synthesis
- Contributors
- Akari Asai; Allen Institute for AI
- Usage
- not used in published research yet
- Source
- RISE project catalogue · projects/landscape · @4c17bae
- Record
- pipeline:open-scholar · 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.