Literature search
No AI model- Input
- OpenAlex · Crossref · Europe PMC · arXiv · bioRxiv
- Process
- Collect metadata, identifiers, titles, and abstracts, then merge duplicate records.
- Output
- Unique paper records
Method
From search to reusable evidence.
Automated discovery and analysis build an unverified research index. Curator approval is still required before a resource enters the Catalog.
Relevance screening
GPT-5.6 Luna · low reasoning- Input
- Title + abstract
- Process
- Identify papers that contribute a plant phenotyping method, application, benchmark, or methods review.
- Output
- Relevant · Needs evidence · Out of scope
Semantic keywords
Qwen3.8 27B- Input
- Title + abstract
- Process
- Assign terms from the controlled taxonomy for crop, trait, organ, measurement method, task, and environment.
- Output
- Canonical research facets
Vector embedding
Qwen3-Embedding-8B · 1,024 dimensions- Input
- Title + abstract
- Process
- Create a normalized semantic vector for related-paper retrieval and the literature map.
- Output
- Cloudflare Vectorize index
Research asset audit
GLM-5.3-Flash EXL3- Input
- Available full text or extracted PDF text
- Process
- Find paper-specific code, datasets, model weights, and supplements with their supporting passage and source URL.
- Output
- Evidence-backed asset status