mlsanityData to 14 Oct 2026

SemEval-2014 Task 9: Sentiment Analysis in Twitter

arXiv 1912.02990 ↗First posted 6 Dec 2019cs.CL cs.IR cs.LGcited by 20

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Abstract (arXiv)

We describe the Sentiment Analysis in Twitter task, ran as part of SemEval-2014. It is a continuation of the last year's task that ran successfully as part of SemEval-2013. As in 2013, this was the most popular SemEval task; a total of 46 teams contributed 27 submissions for subtask A (21 teams) and 50 submissions for subtask B (44 teams). This year, we introduced three new test sets: (i) regular tweets, (ii) sarcastic tweets, and (iii) LiveJournal sentences. We further tested on (iv) 2013 tweets, and (v) 2013 SMS messages. The highest F1-score on (i) was achieved by NRC-Canada at 86.63 for subtask A and by TeamX at 70.96 for subtask B.

Key facts. Cited by 20 papers in the map (data through 14 Oct 2026). First posted on arXiv 6 Dec 2019.

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Citing papers per year: 2021: 7; 2022: 7; 2023: 5; 2024: 0; 2025: 1.

20 papers.

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  1. 2022A Close Look into the Calibration of Pre-trained Language Modelscited by 57
  2. 2023SemEval-2023 Task 12: Sentiment Analysis for African Languages (AfriSenti-SemEval)cited by 41
  3. 2021Ethics Sheet for Automatic Emotion Recognition and Sentiment Analysiscited by 22
  4. 2023Evaluating Emotion Arcs Across Languages: Bridging the Global Divide in Sentiment Analysiscited by 16
  5. 2021Disentangling Representations of Text by Masking Transformerscited by 15
  6. 2022Frustratingly Easy Sentiment Analysis of Text Streams: Generating High-Quality Emotion Arcs Using Emotion Lexiconscited by 6
  7. 2021How Will Your Tweet Be Received? Predicting the Sentiment Polarity of Tweet Repliescited by 3
  8. 2021Towards Target-dependent Sentiment Classification in News Articlescited by 3
  9. 2022A Survey on Automated Sarcasm Detection on Twittercited by 3
  10. 2023Hashtag-Guided Low-Resource Tweet Classificationcited by 3
  11. 2023Structured Probabilistic Codingcited by 3
  12. 2021A Robust Deep Ensemble Classifier for Figurative Language Detectioncited by 2
8 more
  1. 2021Sentiment Analysis in Twitter for Macedoniancited by 1
  2. 2022An LSTM model for Twitter Sentiment Analysiscited by 1
  3. 2023Optimal strategies to perform multilingual analysis of social content for a novel dataset in the tourism domaincited by 1
  4. 2021SASICM A Multi-Task Benchmark For Subtext Recognitioncited by 0
  5. 2022Plumeria at SemEval-2022 Task 6: Robust Approaches for Sarcasm Detection for English and Arabic Using Transformers and Data Augmentationcited by 0
  6. 2022CS-UM6P at SemEval-2022 Task 6: Transformer-based Models for Intended Sarcasm Detection in English and Arabiccited by 0
  7. 2022LSTM based models stability in the context of Sentiment Analysis for social mediacited by 0
  8. 2025Sentiment Analysis in SemEval: A Review of Sentiment Identification Approachescited by 0