Powered by OpenAIRE graph
Found an issue? Give us feedback
image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/ ZENODOarrow_drop_down
image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
ZENODO
Software . 2026
License: CC BY
Data sources: ZENODO
image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
ZENODO
Software . 2026
License: CC BY
Data sources: ZENODO
ZENODO
Software . 2026
License: CC BY
Data sources: Datacite
ZENODO
Software . 2026
License: CC BY
Data sources: Datacite
ZENODO
Software . 2026
License: CC BY
Data sources: Datacite
versions View all 3 versions
addClaim

A Benchmark for Citation-Grounded Geographic QA

Authors: Nidhi-Pandya;

A Benchmark for Citation-Grounded Geographic QA

Abstract

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

  • BIP!
    Impact byBIP!
    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
Powered by OpenAIRE graph
Found an issue? Give us feedback
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).
BIP!Citations provided by BIP!
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.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average