datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
RiverSound-Cleared
RiverSound cleared clips
This card contains the publishable acoustic clips selected for the RiverSound field-recording release.
Publication state: manifest uploaded
Published clips
clip_id
habitat
release
rights_refs
RS-03
reedbed
hold
RR-A; RR-B
RS-12
tidal-flat
approved
RR-C; RR-B
RS-18
pine-ridge
approved
RR-D
RS-21
canal-bank
approved
RR-E; RR-Z
RS-23
salt-marsh
approved
RR-F; RR-G
RS-27
dune-slack
approved
RR-H
RS-31
estuary
approved… See the full description on the dataset page: https://huggingface.co/datasets/SOTAagi2030/RiverSound-Cleared.rivers-knowledge-base
Rivers Knowledge Base Dataset
Full structured knowledge base combining DBpedia extractions with LLM-augmented data for U.S. rivers. This repository contains raw DBpedia SPARQL query results, augmented hydrological measurements, alternative river names, and geographic and administrative metadata. The knowledge base serves as the source data for knowledge graph construction used in the Licensing Oracle experiments.
Citation
@article{ackermann2025stemming,
title={Stemming… See the full description on the dataset page: https://huggingface.co/datasets/s-emanuilov/rivers-knowledge-base.naija-pidgin-health-qa-rivers-2026rivers-qa
Dataset for Evaluating Hallucination Mitigation in Language Models
This dataset contains structured question-answer pairs derived from U.S. river knowledge, designed to test factual grounding and epistemic discipline in LLMs. The dataset includes raw data for 9,538 river entities with 21 attributes (length, discharge, source/mouth locations, etc.) and an evaluation set of 17,726 question-answer pairs targeting factual relationships.
Citation
@article{ackermann2025stemming… See the full description on the dataset page: https://huggingface.co/datasets/s-emanuilov/rivers-qa.all-restaurants-in-riverside-san-bernardino-ontario-metro-california-us-504528
All Restaurants in Riverside-San Bernardino-Ontario (Metro), California, US
Free sample dataset from BeamStation
All Restaurants in Riverside‑San Bernardino‑Ontario (Metro), California, US is a weekly‑updated export that lists every dining establishment within the Inland Empire metro area. The dataset contains 4,970 records, each representing a single restaurant profile with all available columns from the source, such as name, address, cuisine type, contact information, and any… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/all-restaurants-in-riverside-san-bernardino-ontario-metro-california-us-504528.the-hhi-monopoly-index-for-riverside-san-bernardino-ontario-metro-area-ca-us-355836
The HHI Monopoly Index for Riverside-San Bernardino-Ontario Metro Area, CA, US
Free sample dataset from BeamStation
--HHI Dominance--
Near-monopoly positions in their local market.
Businesses that mathematically "own" their local market (>30% share) with high HHI contribution of >900 within 1km.
Safe, cash-flow-heavy bets that competitors can't easily dislodge.
This dataset provides the Herfindahl‑Hirschman Index (HHI) monopoly scores for the Riverside‑San Bernardino‑Ontario… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/the-hhi-monopoly-index-for-riverside-san-bernardino-ontario-metro-area-ca-us-355836.all-restaurants-in-riverside-california-us-567045
All Restaurants in Riverside, California, US
Free sample dataset from BeamStation
This dataset provides a complete export of every restaurant operating in Riverside, California, United States. It contains 667 records, each representing a distinct establishment with all available profile columns such as name, address, cuisine type, contact information, hours of operation, and any additional attributes supplied by the source. The data is refreshed on a weekly basis, ensuring that… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/all-restaurants-in-riverside-california-us-567045.