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[ { "role": "system", "content": "Decide whether this text chunk states a CONCRETE\nparasite/pathogen<->host association: a specific pathogen infecting,\nisolated from, or detected in a specific animal host species/group —\nINCLUDING negative findings (host sampled, pathogen NOT detected =\nno_detection).\nOu...
[ { "role": "system", "content": "Decide whether this text chunk states a CONCRETE\nparasite/pathogen<->host association: a specific pathogen infecting,\nisolated from, or detected in a specific animal host species/group —\nINCLUDING negative findings (host sampled, pathogen NOT detected =\nno_detection).\nOu...
[ { "role": "system", "content": "You are the System-1 triage layer for an ellipsoidal niche-model\ncampaign (88 temperature-precipitation variable pairs per species,\nsame likelihood, AIC/BIC ranking, 30-yr ERA5 normals, GBIF cells).\n\nGiven one species' fit-diagnostics JSON, emit the action:\n\n- accept: a...
[ { "role": "system", "content": "Decide whether this text chunk states a CONCRETE\nparasite/pathogen<->host association: a specific pathogen infecting,\nisolated from, or detected in a specific animal host species/group —\nINCLUDING negative findings (host sampled, pathogen NOT detected =\nno_detection).\nOu...
[ { "role": "system", "content": "You extract parasite/pathogen<->host relations from abstracts.\nYou are given PubTator3 species annotations (text -> NCBI TaxID).\nFor EVERY pathogen-host relation stated in the text, output one JSON\nobject in a list:\n{\"parasite_taxid\": str|int, \"host_taxid\": str|int,\n...
[ { "role": "system", "content": "Decide whether this text chunk states a CONCRETE\nparasite/pathogen<->host association: a specific pathogen infecting,\nisolated from, or detected in a specific animal host species/group —\nINCLUDING negative findings (host sampled, pathogen NOT detected =\nno_detection).\nOu...
[ { "role": "system", "content": "You are the System-1 triage layer for an ellipsoidal niche-model\ncampaign (88 temperature-precipitation variable pairs per species,\nsame likelihood, AIC/BIC ranking, 30-yr ERA5 normals, GBIF cells).\n\nGiven one species' fit-diagnostics JSON, emit the action:\n\n- accept: a...
[ { "role": "system", "content": "Decide whether this text chunk states a CONCRETE\nparasite/pathogen<->host association: a specific pathogen infecting,\nisolated from, or detected in a specific animal host species/group —\nINCLUDING negative findings (host sampled, pathogen NOT detected =\nno_detection).\nOu...
[ { "role": "system", "content": "You are the System-1 triage layer for an ellipsoidal niche-model\ncampaign (88 temperature-precipitation variable pairs per species,\nsame likelihood, AIC/BIC ranking, 30-yr ERA5 normals, GBIF cells).\n\nGiven one species' fit-diagnostics JSON, emit the action:\n\n- accept: a...
[ { "role": "system", "content": "You are the System-1 triage layer for an ellipsoidal niche-model\ncampaign (88 temperature-precipitation variable pairs per species,\nsame likelihood, AIC/BIC ranking, 30-yr ERA5 normals, GBIF cells).\n\nGiven one species' fit-diagnostics JSON, emit the action:\n\n- accept: a...
[ { "role": "system", "content": "You are the System-1 triage layer for an ellipsoidal niche-model\ncampaign (88 temperature-precipitation variable pairs per species,\nsame likelihood, AIC/BIC ranking, 30-yr ERA5 normals, GBIF cells).\n\nGiven one species' fit-diagnostics JSON, emit the action:\n\n- accept: a...
[ { "role": "system", "content": "You are the System-1 triage layer for an ellipsoidal niche-model\ncampaign (88 temperature-precipitation variable pairs per species,\nsame likelihood, AIC/BIC ranking, 30-yr ERA5 normals, GBIF cells).\n\nGiven one species' fit-diagnostics JSON, emit the action:\n\n- accept: a...
[ { "role": "system", "content": "You are the System-1 triage layer for an ellipsoidal niche-model\ncampaign (88 temperature-precipitation variable pairs per species,\nsame likelihood, AIC/BIC ranking, 30-yr ERA5 normals, GBIF cells).\n\nGiven one species' fit-diagnostics JSON, emit the action:\n\n- accept: a...
[ { "role": "system", "content": "You are the System-1 triage layer for an ellipsoidal niche-model\ncampaign (88 temperature-precipitation variable pairs per species,\nsame likelihood, AIC/BIC ranking, 30-yr ERA5 normals, GBIF cells).\n\nGiven one species' fit-diagnostics JSON, emit the action:\n\n- accept: a...
[ { "role": "system", "content": "Decide whether this text chunk states a CONCRETE\nparasite/pathogen<->host association: a specific pathogen infecting,\nisolated from, or detected in a specific animal host species/group —\nINCLUDING negative findings (host sampled, pathogen NOT detected =\nno_detection).\nOu...
[ { "role": "system", "content": "You are the System-1 triage layer for an ellipsoidal niche-model\ncampaign (88 temperature-precipitation variable pairs per species,\nsame likelihood, AIC/BIC ranking, 30-yr ERA5 normals, GBIF cells).\n\nGiven one species' fit-diagnostics JSON, emit the action:\n\n- accept: a...
[ { "role": "system", "content": "You extract parasite/pathogen<->host relations from abstracts.\nYou are given PubTator3 species annotations (text -> NCBI TaxID).\nFor EVERY pathogen-host relation stated in the text, output one JSON\nobject in a list:\n{\"parasite_taxid\": str|int, \"host_taxid\": str|int,\n...
[ { "role": "system", "content": "You are the System-1 triage layer for an ellipsoidal niche-model\ncampaign (88 temperature-precipitation variable pairs per species,\nsame likelihood, AIC/BIC ranking, 30-yr ERA5 normals, GBIF cells).\n\nGiven one species' fit-diagnostics JSON, emit the action:\n\n- accept: a...
[ { "role": "system", "content": "You are the System-1 triage layer for an ellipsoidal niche-model\ncampaign (88 temperature-precipitation variable pairs per species,\nsame likelihood, AIC/BIC ranking, 30-yr ERA5 normals, GBIF cells).\n\nGiven one species' fit-diagnostics JSON, emit the action:\n\n- accept: a...
[ { "role": "system", "content": "You are the System-1 triage layer for an ellipsoidal niche-model\ncampaign (88 temperature-precipitation variable pairs per species,\nsame likelihood, AIC/BIC ranking, 30-yr ERA5 normals, GBIF cells).\n\nGiven one species' fit-diagnostics JSON, emit the action:\n\n- accept: a...
[ { "role": "system", "content": "Decide whether this text chunk states a CONCRETE\nparasite/pathogen<->host association: a specific pathogen infecting,\nisolated from, or detected in a specific animal host species/group —\nINCLUDING negative findings (host sampled, pathogen NOT detected =\nno_detection).\nOu...
[ { "role": "system", "content": "You are the System-1 triage layer for an ellipsoidal niche-model\ncampaign (88 temperature-precipitation variable pairs per species,\nsame likelihood, AIC/BIC ranking, 30-yr ERA5 normals, GBIF cells).\n\nGiven one species' fit-diagnostics JSON, emit the action:\n\n- accept: a...
[ { "role": "system", "content": "You are the System-1 triage layer for an ellipsoidal niche-model\ncampaign (88 temperature-precipitation variable pairs per species,\nsame likelihood, AIC/BIC ranking, 30-yr ERA5 normals, GBIF cells).\n\nGiven one species' fit-diagnostics JSON, emit the action:\n\n- accept: a...
[ { "role": "system", "content": "You extract parasite/pathogen<->host relations from abstracts.\nYou are given PubTator3 species annotations (text -> NCBI TaxID).\nFor EVERY pathogen-host relation stated in the text, output one JSON\nobject in a list:\n{\"parasite_taxid\": str|int, \"host_taxid\": str|int,\n...
[ { "role": "system", "content": "You are the System-1 triage layer for an ellipsoidal niche-model\ncampaign (88 temperature-precipitation variable pairs per species,\nsame likelihood, AIC/BIC ranking, 30-yr ERA5 normals, GBIF cells).\n\nGiven one species' fit-diagnostics JSON, emit the action:\n\n- accept: a...
[ { "role": "system", "content": "You are the System-1 triage layer for an ellipsoidal niche-model\ncampaign (88 temperature-precipitation variable pairs per species,\nsame likelihood, AIC/BIC ranking, 30-yr ERA5 normals, GBIF cells).\n\nGiven one species' fit-diagnostics JSON, emit the action:\n\n- accept: a...
[ { "role": "system", "content": "You are the System-1 triage layer for an ellipsoidal niche-model\ncampaign (88 temperature-precipitation variable pairs per species,\nsame likelihood, AIC/BIC ranking, 30-yr ERA5 normals, GBIF cells).\n\nGiven one species' fit-diagnostics JSON, emit the action:\n\n- accept: a...
[ { "role": "system", "content": "Decide whether this text chunk states a CONCRETE\nparasite/pathogen<->host association: a specific pathogen infecting,\nisolated from, or detected in a specific animal host species/group —\nINCLUDING negative findings (host sampled, pathogen NOT detected =\nno_detection).\nOu...
[ { "role": "system", "content": "You are the System-1 triage layer for an ellipsoidal niche-model\ncampaign (88 temperature-precipitation variable pairs per species,\nsame likelihood, AIC/BIC ranking, 30-yr ERA5 normals, GBIF cells).\n\nGiven one species' fit-diagnostics JSON, emit the action:\n\n- accept: a...
[ { "role": "system", "content": "Decide whether this text chunk states a CONCRETE\nparasite/pathogen<->host association: a specific pathogen infecting,\nisolated from, or detected in a specific animal host species/group —\nINCLUDING negative findings (host sampled, pathogen NOT detected =\nno_detection).\nOu...
[ { "role": "system", "content": "Decide whether this text chunk states a CONCRETE\nparasite/pathogen<->host association: a specific pathogen infecting,\nisolated from, or detected in a specific animal host species/group —\nINCLUDING negative findings (host sampled, pathogen NOT detected =\nno_detection).\nOu...
[ { "role": "system", "content": "Decide whether this text chunk states a CONCRETE\nparasite/pathogen<->host association: a specific pathogen infecting,\nisolated from, or detected in a specific animal host species/group —\nINCLUDING negative findings (host sampled, pathogen NOT detected =\nno_detection).\nOu...
[ { "role": "system", "content": "You are the System-1 triage layer for an ellipsoidal niche-model\ncampaign (88 temperature-precipitation variable pairs per species,\nsame likelihood, AIC/BIC ranking, 30-yr ERA5 normals, GBIF cells).\n\nGiven one species' fit-diagnostics JSON, emit the action:\n\n- accept: a...
[ { "role": "system", "content": "You are the System-1 triage layer for an ellipsoidal niche-model\ncampaign (88 temperature-precipitation variable pairs per species,\nsame likelihood, AIC/BIC ranking, 30-yr ERA5 normals, GBIF cells).\n\nGiven one species' fit-diagnostics JSON, emit the action:\n\n- accept: a...
[ { "role": "system", "content": "You are the System-1 triage layer for an ellipsoidal niche-model\ncampaign (88 temperature-precipitation variable pairs per species,\nsame likelihood, AIC/BIC ranking, 30-yr ERA5 normals, GBIF cells).\n\nGiven one species' fit-diagnostics JSON, emit the action:\n\n- accept: a...
[ { "role": "system", "content": "You are the System-1 triage layer for an ellipsoidal niche-model\ncampaign (88 temperature-precipitation variable pairs per species,\nsame likelihood, AIC/BIC ranking, 30-yr ERA5 normals, GBIF cells).\n\nGiven one species' fit-diagnostics JSON, emit the action:\n\n- accept: a...
[ { "role": "system", "content": "You are the System-1 triage layer for an ellipsoidal niche-model\ncampaign (88 temperature-precipitation variable pairs per species,\nsame likelihood, AIC/BIC ranking, 30-yr ERA5 normals, GBIF cells).\n\nGiven one species' fit-diagnostics JSON, emit the action:\n\n- accept: a...
[ { "role": "system", "content": "You are the System-1 triage layer for an ellipsoidal niche-model\ncampaign (88 temperature-precipitation variable pairs per species,\nsame likelihood, AIC/BIC ranking, 30-yr ERA5 normals, GBIF cells).\n\nGiven one species' fit-diagnostics JSON, emit the action:\n\n- accept: a...
[ { "role": "system", "content": "Decide whether this text chunk states a CONCRETE\nparasite/pathogen<->host association: a specific pathogen infecting,\nisolated from, or detected in a specific animal host species/group —\nINCLUDING negative findings (host sampled, pathogen NOT detected =\nno_detection).\nOu...
[ { "role": "system", "content": "Decide whether this text chunk states a CONCRETE\nparasite/pathogen<->host association: a specific pathogen infecting,\nisolated from, or detected in a specific animal host species/group —\nINCLUDING negative findings (host sampled, pathogen NOT detected =\nno_detection).\nOu...
[ { "role": "system", "content": "You are the System-1 triage layer for an ellipsoidal niche-model\ncampaign (88 temperature-precipitation variable pairs per species,\nsame likelihood, AIC/BIC ranking, 30-yr ERA5 normals, GBIF cells).\n\nGiven one species' fit-diagnostics JSON, emit the action:\n\n- accept: a...
[ { "role": "system", "content": "You are the System-1 triage layer for an ellipsoidal niche-model\ncampaign (88 temperature-precipitation variable pairs per species,\nsame likelihood, AIC/BIC ranking, 30-yr ERA5 normals, GBIF cells).\n\nGiven one species' fit-diagnostics JSON, emit the action:\n\n- accept: a...
[ { "role": "system", "content": "You extract parasite/pathogen<->host relations from abstracts.\nYou are given PubTator3 species annotations (text -> NCBI TaxID).\nFor EVERY pathogen-host relation stated in the text, output one JSON\nobject in a list:\n{\"parasite_taxid\": str|int, \"host_taxid\": str|int,\n...
[ { "role": "system", "content": "Decide whether this text chunk states a CONCRETE\nparasite/pathogen<->host association: a specific pathogen infecting,\nisolated from, or detected in a specific animal host species/group —\nINCLUDING negative findings (host sampled, pathogen NOT detected =\nno_detection).\nOu...
[ { "role": "system", "content": "Decide whether this text chunk states a CONCRETE\nparasite/pathogen<->host association: a specific pathogen infecting,\nisolated from, or detected in a specific animal host species/group —\nINCLUDING negative findings (host sampled, pathogen NOT detected =\nno_detection).\nOu...
[ { "role": "system", "content": "You extract parasite/pathogen<->host relations from abstracts.\nYou are given PubTator3 species annotations (text -> NCBI TaxID).\nFor EVERY pathogen-host relation stated in the text, output one JSON\nobject in a list:\n{\"parasite_taxid\": str|int, \"host_taxid\": str|int,\n...
[ { "role": "system", "content": "You are the System-1 triage layer for an ellipsoidal niche-model\ncampaign (88 temperature-precipitation variable pairs per species,\nsame likelihood, AIC/BIC ranking, 30-yr ERA5 normals, GBIF cells).\n\nGiven one species' fit-diagnostics JSON, emit the action:\n\n- accept: a...
[ { "role": "system", "content": "Decide whether this text chunk states a CONCRETE\nparasite/pathogen<->host association: a specific pathogen infecting,\nisolated from, or detected in a specific animal host species/group —\nINCLUDING negative findings (host sampled, pathogen NOT detected =\nno_detection).\nOu...
[ { "role": "system", "content": "You are the System-1 triage layer for an ellipsoidal niche-model\ncampaign (88 temperature-precipitation variable pairs per species,\nsame likelihood, AIC/BIC ranking, 30-yr ERA5 normals, GBIF cells).\n\nGiven one species' fit-diagnostics JSON, emit the action:\n\n- accept: a...
[ { "role": "system", "content": "Decide whether this text chunk states a CONCRETE\nparasite/pathogen<->host association: a specific pathogen infecting,\nisolated from, or detected in a specific animal host species/group —\nINCLUDING negative findings (host sampled, pathogen NOT detected =\nno_detection).\nOu...
[ { "role": "system", "content": "You extract parasite/pathogen<->host relations from abstracts.\nYou are given PubTator3 species annotations (text -> NCBI TaxID).\nFor EVERY pathogen-host relation stated in the text, output one JSON\nobject in a list:\n{\"parasite_taxid\": str|int, \"host_taxid\": str|int,\n...
[ { "role": "system", "content": "You are the System-1 triage layer for an ellipsoidal niche-model\ncampaign (88 temperature-precipitation variable pairs per species,\nsame likelihood, AIC/BIC ranking, 30-yr ERA5 normals, GBIF cells).\n\nGiven one species' fit-diagnostics JSON, emit the action:\n\n- accept: a...
[ { "role": "system", "content": "Decide whether this text chunk states a CONCRETE\nparasite/pathogen<->host association: a specific pathogen infecting,\nisolated from, or detected in a specific animal host species/group —\nINCLUDING negative findings (host sampled, pathogen NOT detected =\nno_detection).\nOu...
[ { "role": "system", "content": "You are the System-1 triage layer for an ellipsoidal niche-model\ncampaign (88 temperature-precipitation variable pairs per species,\nsame likelihood, AIC/BIC ranking, 30-yr ERA5 normals, GBIF cells).\n\nGiven one species' fit-diagnostics JSON, emit the action:\n\n- accept: a...
[ { "role": "system", "content": "You are the System-1 triage layer for an ellipsoidal niche-model\ncampaign (88 temperature-precipitation variable pairs per species,\nsame likelihood, AIC/BIC ranking, 30-yr ERA5 normals, GBIF cells).\n\nGiven one species' fit-diagnostics JSON, emit the action:\n\n- accept: a...
[ { "role": "system", "content": "You are the System-1 triage layer for an ellipsoidal niche-model\ncampaign (88 temperature-precipitation variable pairs per species,\nsame likelihood, AIC/BIC ranking, 30-yr ERA5 normals, GBIF cells).\n\nGiven one species' fit-diagnostics JSON, emit the action:\n\n- accept: a...
[ { "role": "system", "content": "Decide whether this text chunk states a CONCRETE\nparasite/pathogen<->host association: a specific pathogen infecting,\nisolated from, or detected in a specific animal host species/group —\nINCLUDING negative findings (host sampled, pathogen NOT detected =\nno_detection).\nOu...
[ { "role": "system", "content": "Decide whether this text chunk states a CONCRETE\nparasite/pathogen<->host association: a specific pathogen infecting,\nisolated from, or detected in a specific animal host species/group —\nINCLUDING negative findings (host sampled, pathogen NOT detected =\nno_detection).\nOu...
[ { "role": "system", "content": "You are the System-1 triage layer for an ellipsoidal niche-model\ncampaign (88 temperature-precipitation variable pairs per species,\nsame likelihood, AIC/BIC ranking, 30-yr ERA5 normals, GBIF cells).\n\nGiven one species' fit-diagnostics JSON, emit the action:\n\n- accept: a...
[ { "role": "system", "content": "You are the System-1 triage layer for an ellipsoidal niche-model\ncampaign (88 temperature-precipitation variable pairs per species,\nsame likelihood, AIC/BIC ranking, 30-yr ERA5 normals, GBIF cells).\n\nGiven one species' fit-diagnostics JSON, emit the action:\n\n- accept: a...
[ { "role": "system", "content": "You are the System-1 triage layer for an ellipsoidal niche-model\ncampaign (88 temperature-precipitation variable pairs per species,\nsame likelihood, AIC/BIC ranking, 30-yr ERA5 normals, GBIF cells).\n\nGiven one species' fit-diagnostics JSON, emit the action:\n\n- accept: a...
[ { "role": "system", "content": "You are the System-1 triage layer for an ellipsoidal niche-model\ncampaign (88 temperature-precipitation variable pairs per species,\nsame likelihood, AIC/BIC ranking, 30-yr ERA5 normals, GBIF cells).\n\nGiven one species' fit-diagnostics JSON, emit the action:\n\n- accept: a...
[ { "role": "system", "content": "You are the System-1 triage layer for an ellipsoidal niche-model\ncampaign (88 temperature-precipitation variable pairs per species,\nsame likelihood, AIC/BIC ranking, 30-yr ERA5 normals, GBIF cells).\n\nGiven one species' fit-diagnostics JSON, emit the action:\n\n- accept: a...
[ { "role": "system", "content": "Decide whether this text chunk states a CONCRETE\nparasite/pathogen<->host association: a specific pathogen infecting,\nisolated from, or detected in a specific animal host species/group —\nINCLUDING negative findings (host sampled, pathogen NOT detected =\nno_detection).\nOu...
[ { "role": "system", "content": "Decide whether this text chunk states a CONCRETE\nparasite/pathogen<->host association: a specific pathogen infecting,\nisolated from, or detected in a specific animal host species/group —\nINCLUDING negative findings (host sampled, pathogen NOT detected =\nno_detection).\nOu...
[ { "role": "system", "content": "You are the System-1 triage layer for an ellipsoidal niche-model\ncampaign (88 temperature-precipitation variable pairs per species,\nsame likelihood, AIC/BIC ranking, 30-yr ERA5 normals, GBIF cells).\n\nGiven one species' fit-diagnostics JSON, emit the action:\n\n- accept: a...
[ { "role": "system", "content": "Decide whether this text chunk states a CONCRETE\nparasite/pathogen<->host association: a specific pathogen infecting,\nisolated from, or detected in a specific animal host species/group —\nINCLUDING negative findings (host sampled, pathogen NOT detected =\nno_detection).\nOu...
[ { "role": "system", "content": "You extract parasite/pathogen<->host relations from abstracts.\nYou are given PubTator3 species annotations (text -> NCBI TaxID).\nFor EVERY pathogen-host relation stated in the text, output one JSON\nobject in a list:\n{\"parasite_taxid\": str|int, \"host_taxid\": str|int,\n...
[ { "role": "system", "content": "You are the System-1 triage layer for an ellipsoidal niche-model\ncampaign (88 temperature-precipitation variable pairs per species,\nsame likelihood, AIC/BIC ranking, 30-yr ERA5 normals, GBIF cells).\n\nGiven one species' fit-diagnostics JSON, emit the action:\n\n- accept: a...
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WildSeek SFT trajectories (Fireworks chat JSONL)

Supervised fine-tuning data for a wildlife-risk pipeline orchestrator, built Oct–Nov 2026 during the Meta Global AI Developer Hackathon (companion to alrobles/meta-hack).

Tasks

Split triage (System-1 relevance) decide (campaign triage) extract (typed edges) all
train 743 1,090 131 1,964
val 48 57 6 111

Format: one JSON object per line, {"messages": [{system?}, {user}, {assistant}]} (OpenAI chat format; Fireworks-ready).

Provenance

Rehydrated read-only from WildSeek pipeline logs (APHIS species detections, xnicher fit diagnostics, litmine judge verdicts); grouped splits by paper/species (seed 7) — no leakage across train/val. Builder: wildseek-lora/builder/build_traj.py.

v2 (grouped holdout, launch-ready)

data/v2/ rebuilds the train files with the leakage fixes found in the v1 autopsy (R18): holdout carved from grouped val (paper/species), chunk 50/50 ±0.5, exact-dup removal, pmid concentration caps, token budgets enforced (all 1,955 rows / eval n=111; decide 1,090 / eval n=57). Manifests carry seed, budgets, and SHA; *_file.jsonl is the exact Fireworks --file payload. Staged, not yet trained.

Trained adapter

triage split → LoRA r8 on muse-glimmer-30b (Fireworks Serverless Training, 1 epoch): hold-out exact-match 0.0 → 0.70 (28-0 paired, p≈7e-9). Full eval in lora_triage_summary.json. Adapter: accounts/alrobles/models/muse-starter-sl-wildseek-triage-20261103-215412.

License

Data: CC-BY-4.0. Code pointers: MIT (alrobles/meta-hack).

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