cd /news/artificial-intelligence/minetrace-an-evidence-grounded-inter… · home topics artificial-intelligence article
[ARTICLE · art-119786] src=arxiv.org ↗ pub= topic=artificial-intelligence verified=true sentiment=· neutral

MineTRACE: An Evidence-Grounded Interactive Reasoning System for Mineral Prospectivity

Researchers introduced MineTRACE, a web-based system for evidence-grounded mineral prospectivity exploration across eight commodities (Cu, Au, Ni, W, Sn, Co, Ta, Mn), achieving spatial AUC values up to 0.917. The system integrates heterogeneous geochemical, geophysical, and geological evidence into interpretable scores, with a conversational assistant that retrieves supporting evidence for queried locations.

read1 min views6 publishedSep 3, 2026

arXiv:2609.02060v1 Announce Type: new Abstract: Mineral exploration requires integrating heterogeneous geochemical, geophysical, and geological evidence, yet existing prospectivity systems often provide only opaque scores or heatmaps. We present MineTRACE, a web-based system for evidence-grounded exploration of eight commodities: Cu, Au, Ni, W, Sn, Co, Ta, and Mn. Users can explore prospectivity maps, query locations or regions, inspect supporting evidence, and interact through natural language. A transparent expert tree, informed by geological knowledge and known deposits, combines multi-source evidence into interpretable prospectivity scores. For a new location, the conversational assistant retrieves the score and supporting evidence from the analysis pipeline and presents them in natural language. The scorer achieves spatial AUC values of up to 0.917 across different test scenarios, while end-to-end evaluation assesses query accuracy and response grounding. MineTRACE makes public geoscience data easier to access, interpret, and verify, supporting more efficient and transparent mineral exploration.

── more in #artificial-intelligence 4 stories · sorted by recency
── more on @minetrace 3 stories trending now
sponsored brought to you by zahid.host 4,200+ EU-deployed projects
reading about agents? ship yours in a single git push.

Run your AI side-project on zahid.host

EU-based hosting, git-push deploys, automatic HTTPS, no cold starts. Free tier with a custom domain — perfect for shipping the agent you just read about.

$git push zahid main
Live at https://your-agent.zahid.host
Get free account → Pricing
from €0/mo · no card required
LIVE [news/minetrace-an-evidenc…] indexed:0 read:1min 2026-09-03 ·