Knowledge Tree
rainfall
Facts (11)
Sources
KG-IRAG: A Knowledge Graph-Based Iterative Retrieval-Augmented ... arxiv.org Mar 18, 2025 5 facts
claimQuestion 1 (Q1) in the KG-IRAG evaluation is designed to identify whether an abnormal event, such as rainfall or traffic congestion, occurred during a specific time slot, relying primarily on entity recognition and retrieval of static information from the knowledge graph.
claimKG-IRAG handles complex temporal queries by adjusting search parameters; for example, if a user wants to avoid rain during a trip and the system detects rainfall at 9:00 AM, the system retrieves data from earlier or later time slots to identify an optimal departure time.
procedureFor the KG-IRAG experimental datasets, 200 time slots are chosen randomly for each year to generate questions, where Question 1 asks if abnormal activity (rainfall or traffic jam) occurred, and Questions 2 and 3 ask for the latest time to head off early and the earliest time to head off late for a trip of the same length.
claimIn the KG-IRAG knowledge graph construction, time, location, and event status (such as rainfall or traffic volume) are treated as key entities, with time specifically treated as an entity to facilitate retrieval and reasoning.
claimIn the weatherQA-Irish, weatherQA-Sydney, and trafficQA-TFNSW datasets, attributes such as date, location, and event status (e.g., rainfall or traffic volume) are structured as knowledge graph entities and relations.
Recent breakthroughs in the valorization of lignocellulosic biomass ... pubs.rsc.org Jun 7, 2025 1 fact
claimRainfall in the Amazon basin is estimated to decrease by 12–21% by the year 2050.
Comprehensive Overview on the Present State and Evolution of ... link.springer.com Aug 9, 2024 1 fact
claimOcean water mass increases due to heightened rainfall, river runoff, and glacier melting, while it decreases due to the creation of artificial reservoirs, which reduce runoff, and elevated evaporation levels.
Ethnobotanical Study of Wild Edible Plants and Their Indigenous ... scirp.org 1 fact
claimRainfall in the study district is erratic and has steadily declined over time, resulting in extended drought periods and changes in the types of crops grown.
The interplay of future solar energy, land cover change, and their ... discovery.researcher.life Jun 9, 2024 1 fact
claimLand Use Land Cover (LULC) changes and rainfall influence flood severity in Kalutara more than in Rathnapura because Kalutara is located at a lower elevation level.
Ethnobotanical study of wild edible plants in Goba District Southwest ... nature.com Jul 29, 2025 1 fact
measurementThe mean annual rainfall in the Goba District is 1508 mm, with an annual range between 1470 mm and 1547 mm.
Climate Change & Its Impact on Migration and Breeding Cycles husson.edu Aug 20, 2025 1 fact
claimMany animals rely on environmental cues such as day length, rainfall, or temperature to signal the start of their breeding season.