
GroundedGeo v1.0.0 First official release of GroundedGeo, a benchmark for citation-grounded, freshness-aware, and conflict-aware geographic QA. Dataset 200 queries across 5 hard-case buckets (40 each) 147 dev / 53 frozen test split 100% evidence coverage: every query includes gold_evidence with URLs + citation spans 85 multi-source queries for testing source preference & conflict handling Frozen Benchmark Results (Test Split) | System | Accuracy | Conflict Handled | |--------|----------|------------------| | Closed-Book LLM | 17.0% | 11.1% | | Naïve RAG | 79.2% | 11.1% | | Official-First RAG | 94.3% | 100.0% | | Conflict-Aware RAG | 92.5% | 88.9% | Key Finding Naïve RAG reaches 79.2% accuracy but fails on conflicting sources (11.1% conflict-handled). Adding official-source ranking improves overall accuracy to 94.3% and raises conflict handling to 100%. Artifacts data/groundedgeo_v1.0.json — Full dataset (schema + metadata) data/groundedgeo_v1.0.jsonl — HuggingFace format data/groundedgeo_v1.0.csv — Spreadsheet view results/final_results.json — Frozen test metrics results/error_analysis.json — Error analysis paper/paper.tex — LaTeX paper source paper/paper_tables.tex — LaTeX tables Reproducibility Run baselines + evaluation from the repo (eval/) using the included splits and configs. Citation @misc{pandya2025groundedgeo, title={GroundedGeo: A Benchmark for Citation-Grounded Geographic QA}, author={Pandya, Nidhi}, year={2025}, url={https://github.com/nidhip1611/GroundedGeo} } Links HuggingFace: nidhip1611/groundedgeo GitHub: nidhip1611/GroundedGeo
| selected citations These citations are derived from selected sources. This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically). | 0 | |
| popularity This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network. | Average | |
| influence This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically). | Average | |
| impulse This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network. | Average |
