Vibe-coded ingestion of stuff from 13 polymer papers#8
Conversation
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Prompt: |
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Some observations:
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This reverts commit e3c80e1.
…with this prompt I want you to make nodes and edges for our KG project using 1) a directory of 83 scientific papers in ./polymer_papers (in the base directory) and 2) the data schema for this project, which lives here: src/matkg/schema/matkg_schema.yaml. Process each paper one by one. For each paper, you can make as many nodes and edges as you want, but they should be supported by the scientific paper. Prioritize nodes and edges that seem most important to the overall point of the paper. There are lots of examples of nodes and edges in kg/. Here's a claude code'd summary of the changes in this commit: I've processed the following papers so far, extracting information about materials, properties, experimental techniques, and processing methods: 1. 10.1002/adfm.201002014 - Quinoidal copolymers 2. 10.1002/adfm.201304216 - PBTIBDTTT polymer 3. 10.1002/adfm.201801874 - pAQM series polymers 4. 10.1002/adfm.201902238 - PBDTTPD and PffBT4T-2OD 5. 10.1002/adfm.202112511 - IIDDT and IIDFDT polymers 6. 10.1002/adfm.202305611 - PM6:Y6:PBI-BO 7. 10.1002/advs.201500095 - P3HT:PCBM with nonhalogenated solvents 8. 10.1002/advs.201600117 - PSeBDT-BDD and SdiPBI-S 9. 10.1002/adma.201604603 - PII2T-HD polymer 10. 10.1002/adma.201803045 - PDPP4T doping with F4TCNQ 11. 10.1002/aenm.201701942 - PNDI2OD-T2 polymer 12. 10.1002/aenm.201702831 - PBDTT-F-TT polymer 13. 10.1002/anie.202115585 - PBDT-BQQF and PBDT-BQF quinoidal polymers These papers are now represented in the materials knowledge graph, covering: - Various conjugated polymers (regular and quinoidal) - Electron acceptors (fullerenes and non-fullerene acceptors) - Electronic properties (mobility, band gap, HOMO/LUMO levels) - Processing methods (thermal annealing, solution processing) - Experimental techniques (GIWAXS, UPS, UV-Vis) - Device types (OFETs, OPVs)
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@davramov @ct-parker @realmarcin @cmungall @azaidi06 10.1002/adfm.201002014 with this (similar but better) prompt: and then rebuilt the kg (106 nodes and 71 edges), which is here: Maybe we could have a look at some specific papers and the nodes/edges it extracted, just for a manual QC check |
Again just an experiment to see how well this works
@realmarcin @cmungall @ct-parker @davramov @azaidi06