SOTAVerified

Binary text classification

Papers

Showing 1120 of 20 papers

TitleStatusHype
Identification of the Relevance of Comments in Codes Using Bag of Words and Transformer Based ModelsCode0
Learning Representations for Soft Skill MatchingCode0
Calibrated Large Language Models for Binary Question Answering0
CIA_NITT at WNUT-2020 Task 2: Classification of COVID-19 Tweets Using Pre-trained Language Models0
Deception Detection for the Russian Language: Lexical and Syntactic Parameters0
Argumentative Explanations for Pattern-Based Text Classifiers0
Analyzing the Generalizability of Deep Contextualized Language Representations For Text Classification0
Neural Legal Judgment Prediction in English0
Reliable Decision Support with LLMs: A Framework for Evaluating Consistency in Binary Text Classification Applications0
GigaCheck: Detecting LLM-generated Content0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1GigaCheck (Mistral-7B)F1 score1Unverified
2GhostbusterF1 score0.99Unverified
#ModelMetricClaimedVerifiedStatus
1GigaCheck (Mistral-7B)Average Recall0.96Unverified
2LongformerAverage Recall0.91Unverified
#ModelMetricClaimedVerifiedStatus
1GigaCheck (Mistral-7B)F1 score0.99Unverified
2RadarF1 score0.88Unverified
#ModelMetricClaimedVerifiedStatus
1GigaCheck (Mistral-7B)F1 score1Unverified
2RoBERTaF1 score0.45Unverified
#ModelMetricClaimedVerifiedStatus
1GigaCheck (Mistral-7B)F1 score0.97Unverified
2RoBERTaF1 score0.52Unverified
#ModelMetricClaimedVerifiedStatus
1GigaCheck (Mistral-7B)F1 score0.94Unverified
2XLNetF1 score0.88Unverified
#ModelMetricClaimedVerifiedStatus
1HIER-BERTMacro F182Unverified