External pipelines · RISE project catalogue
PaperQA2 (FutureHouse)
A high-accuracy retrieval-augmented generation package focused on scientific PDFs (and Office docs, source code). PaperQA2 combines agentic document retrieval with metadata enrichment (incl. retraction checks) to answer questions over scientific corpora with citations. Sits in the knowledge-layer block of the RISE diagram as a building block, not a full pipeline.
Where it sits
left: what it builds on · right: what builds on it · pale: exampleContributed by FutureHouse
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
Reports superhuman performance on scientific QA, summarization, and contradiction-detection tasks in the accompanying 2024 paper, with particular attention to citation accuracy and retraction awareness. Distributed as a battle-tested library that other RISE projects can embed.
- Focus
- literature
- Inputs
- question, pdf-corpus
- Outputs
- answer, citations, summary
- Architecture
- multi-agent, tool-use, rag-knowledge-base, artifact-versioning
- Maintained by
- FutureHouse
- Started
- 2023
Description
Data model- Discipline
- General
- Method family
- Literature review
- Design
- not specified
- Research stage
- Literature discoveryLiterature synthesis
- Contributors
- FutureHouse
- Usage
- not used in published research yet
- Source
- RISE project catalogue · projects/landscape · @4c17bae
- Record
- pipeline:paper-qa · 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.