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Facts (31)
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EdinburghNLP/awesome-hallucination-detection - GitHub github.com 4 facts
referenceThe GAuGE (Genetic Approach using Grounded Evolution) framework models the generative information retrieval process as a genetic algorithm to reduce hallucinations in answers, utilizing factuality verification accuracy (FEVER-style support/refute classification) and answer relevance metrics like n-gram overlap, ROUGE, and NDCG.
referenceThe paper 'Chain-of-Knowledge: Grounding Large Language Models via Dynamic Knowledge Adapting over Heterogeneous Sources' uses Exact Match as an evaluation metric and evaluates performance on the FEVER and Adversarial HotpotQA datasets.
referenceConversational QA models are evaluated using fine-tuning on MNLI, SNLI, FEVER, PAWS, ScTail, and VitaminC, while summarisation models are evaluated using fine-tuning on ANLI and XNLI.
measurementEvaluation methods for hallucination detection utilize AUROC as a metric across datasets including PAWS, XSum, QAGS, FRANK, SummEval, BEGIN, Q^2, DialFact, FEVER, and VitaminC.
Healthy vs. Infected Wounds: A Clinician's Guide - Net Health nethealth.com Jun 24, 2025 3 facts
referenceInfected wounds exhibit specific clinical characteristics: delayed healing or wound breakdown, friable or discolored granulation tissue, purulent drainage (yellow or green with potential foul odor), increased tissue hardening (induration), increased pain and tenderness, redness/swelling/warmth extending beyond wound margins, and potential systemic symptoms like fever, chills, or malaise.
procedureManagement of systemic infection involves addressing signs such as fever or sepsis with medical interventions, which may include surgical intervention to remove infected tissue, drain abscesses, or repair damaged structures.
claimSystemic signs of wound infection include fever, chills, and swollen lymph nodes.
Ethnobotanical study of food plants used in traditional medicine in ... link.springer.com Nov 26, 2025 3 facts
measurementAnaemia is the most frequently addressed condition treated with food plants in the Quitexe municipality (11.97% of citations), followed by cough and fatigue (7.04% each), diarrhoea (7.04%), diabetes and constipation (5.63% each), fever (4.23%), haemorrhoids (3.52%), yellow fever and bronchitis (2.82% each), and malaria, nausea during early pregnancy, flu, erectile dysfunction, and dysentery (2.11% each).
measurementIn the study of 57 medicinal food plants in Quitexe, the Medicinal Capability Index (MCI) values for treating specific ailments were: anaemia (0.239), cough (0.183), diarrhoea (0.155), fatigue (0.141), constipation (0.113), diabetes (0.113), and fever (0.085).
measurementIn the municipality of Quitexe, cough is treated with 13 plant species, diarrhoea with 11 species, fatigue with 10 species, constipation with 8 species, diabetes with 8 species, and fever with 6 species.
Medicinal plants: bioactive compounds, biological activities ... frontiersin.org 3 facts
claimEthanol extract from burflower tree, red leaves, and sandalwood and bark is used for the treatment of fever, uterine difficulties, skin disorders, and inflammation.
claimThe ethanol extract of Burflower (Neolamarckia cadamba) tree leaves and bark alleviates fever, uterine ailments, skin problems, and inflammation, and functions as a febrifuge, antidiarrheal, antihyperglycemic, and antibacterial agent against Acinetobacter baumannii and Pseudomonas aeruginosa due to its amphipathic characteristics.
claimCarbon dots derived from Lonicerae japonicae flos carbonisata affect rat models of fever and hypothermia induced by lipopolysaccharide, according to a 2020 study by Wu et al.
The Hallucinations Leaderboard, an Open Effort to Measure ... huggingface.co Jan 29, 2024 2 facts
referenceThe FEVER (Fact Extraction and VERification) dataset is a benchmark for assessing a model's ability to check the veracity of statements, where each instance includes a claim and a label of SUPPORTS, REFUTES, or NOT ENOUGH INFO, evaluated in a 16-shot setting.
claimThe Hallucination Leaderboard includes tasks across several categories: Closed-book Open-domain QA (NQ Open, TriviaQA, TruthfulQA), Summarisation (XSum, CNN/DM), Reading Comprehension (RACE, SQuADv2), Instruction Following (MemoTrap, IFEval), Fact-Checking (FEVER), Hallucination Detection (FaithDial, True-False, HaluEval), and Self-Consistency (SelfCheckGPT).
A Knowledge Graph-Based Hallucination Benchmark for Evaluating ... arxiv.org Feb 23, 2026 2 facts
referenceThe paper 'FEVER: a large-scale dataset for fact extraction and VERification' was published in the Proceedings of the 2018 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, Volume 1 (Long Papers).
referenceThe FEVER benchmark, introduced by Thorne et al. in 2018, utilizes a Natural Language Inference (NLI) model to evaluate whether a response contains, contradicts, or does not mention the provided evidence.
Inflammation: Definition, Diseases, Types, and Treatment - WebMD webmd.com Jul 14, 2024 2 facts
In brief: What is an inflammation? - InformedHealth.org - NCBI - NIH ncbi.nlm.nih.gov Apr 11, 2025 2 facts
Vernonia amygdalina: a comprehensive review of the ... frontiersin.org 1 fact
procedureVernonia amygdalina leaves and roots are used to treat worms, malaria, fever, and indigestion by preparing a decoction and drinking it.
How to tell if a wound is healing or infected - OSF HealthCare osfhealthcare.org Nov 6, 2025 1 fact
claimFever and chills are signs of a potential infection, as the body fights off pathogens when a temperature is present.
The 4 Stages of Wound Healing and Your Role in the Process essentiahealth.org Aug 27, 2025 1 fact
claimWhile a small amount of inflammation is normal during the healing process, symptoms such as pus, pain, a bad smell, fever, or chills may indicate an infection at the incision site.
Evolutionary psychology - Wikipedia en.wikipedia.org 1 fact
claimFever and vomiting are functional adaptations that serve as defensive responses to infection or the ingestion of toxins.
Pro-Inflammatory Cytokines Overview | Thermo Fisher Scientific - US thermofisher.com 1 fact
claimIn the context of viral lung infections, resident macrophages phagocytose apoptotic cells and subsequently release pro-inflammatory cytokines, which recruit other immune cells, cause acute inflammation, and provoke fever and fibrosis.
3. The Innate Immune System - Immunopaedia immunopaedia.org.za 1 fact
claimCytokines produced by macrophages have systemic effects: IL-1 induces fever, TNF-alpha causes wasting (cachexia), IL-6 induces liver production of acute phase proteins, and IL-3 increases neutrophil maturation and release from bone marrow.
Western pattern diet - Wikipedia en.wikipedia.org 1 fact
claimSymptoms of Crohn's disease include abdominal pain, diarrhea, and fever.
Wound Inflammation lakecountyin.gov 1 fact
claimSystemic symptoms of wound inflammation include fever, which may occur in cases of severe or systemic infection, and general malaise, which is a feeling of being unwell or fatigued.
Inflammation: Types, symptoms, causes, and treatment medicalnewstoday.com 1 fact
claimAcute inflammation is characterized by symptoms such as pain, redness, swelling, heat, and loss of function, though it can also present as 'silent' inflammation or cause systemic symptoms like fatigue and fever.
Phytochemical and Pharmacological Studies of Traditionally Used ... heraldopenaccess.us 1 fact
claimMurrayacine and murrayazolinine exhibit antipyretic activity by decreasing fever, according to Goel et al.