GREP · Software mentions — V1 (CPU)
ACTIVEcomputer-science · CONTAINER
Reads scientific PDFs and pulls out every software name, tool and library the authors used, with its location in the text, a type and a purpose. This leaf runs V1, the crowd's first-generation model. GREP runs three independently trained models over the same papers; a mention enters the final record only when at least two of the three find the same span. A work unit is about ten papers, roughly 5 MB in and one small JSON out. Every unit goes to three different volunteers and the head accepts it once two produce matching output. Runs on any machine with 6 GB of free memory and 15 GB of free disk; a single core is enough, though more cores finish a unit faster. The model ships inside a one-time 5.6 GB image download, after which the work runs entirely offline.
Measured accuracy (character-level F1; higher is better):
Model dev test Softcite SoFAIR clean ---------------------------------------------------------- f14 0.823 0.819 0.8653 0.8909 f13 0.814 0.807 0.8637 0.8854 V1 0.800 0.781 0.8096 0.7950 <- this leaf crowd (2-of-3) 0.833 0.828 0.8648 0.8940
Throughput
- Queued
- 31
- Running
- 0
- Validated
- 248
- Volunteers
- 0
What your machine needs
The head only sends this leaf's work to machines that meet these.
- CPU cores
- 1 core
- Free memory
- 7,000 MB
- Free disk
- 15,000 MB
- GPU
- Not needed
What this task may use
Hard limits enforced on your machine. The task is stopped if it exceeds them.
- Memory limit
- 7,000 MB
- Disk limit
- 4,096 MB
- CPU time limit
- 24 hours
- Network access
- None — runs offline
Execution
- Runtime
- CONTAINER
- Image
- ghcr.io/jring-o/extract2-student:2.1-v1
Validation
- Redundancy
- 3×
- Comparison
- NUMERIC_TOLERANCE
- Tolerance
- 0.01
- Max retries
- 3
Contribute
To donate compute to this leaf, download the open-source lettuce-volunteer binary for your platform from GitHub releases (per-platform install steps are in the setup guide), then run:
lettuce-volunteer init lettuce-volunteer attach --server infra.scios.tech lettuce-volunteer leafs enable extract2-student-crowd-v1 lettuce-volunteer start
The CLI fetches this leaf's work units, runs them inside the limits above, and submits results with signed credit attestations — all automatically.