Datasets:

Donya
/

subjective-tasks-farsi

Error code:   DatasetGenerationCastError
Exception:    DatasetGenerationCastError
Message:      An error occurred while generating the dataset

All the data files must have the same columns, but at some point there are 18 new columns ({'source.1', 'url', 'task (binary, multiclass, multilabel)', 'Dataset (Yes/No)', 'year', 'Lexicon (Yes/No)', 'source', 'Dataset_size', 'Multimodal (text, audio, image)', 'venue ', 'title', 'Demographics (Yes/No)', 'annotator info', 'Notes', 'Dataset', 'Dataset_name', 'labels ', 'keyword'}) and 3 missing columns ({'Title', 'Keyword', 'Link'}).

This happened while the csv dataset builder was generating data using

hf://datasets/Donya/subjective-tasks-farsi/survey_analysis.csv (at revision 31b5990260ef2bfd9b11c82fb91210d0a7a48fa4), [/tmp/hf-datasets-cache/medium/datasets/63781022271057-config-parquet-and-info-Donya-subjective-tasks-fa-06d3c1c9/hub/datasets--Donya--subjective-tasks-farsi/snapshots/31b5990260ef2bfd9b11c82fb91210d0a7a48fa4/Survey_list.csv (origin=hf://datasets/Donya/subjective-tasks-farsi@31b5990260ef2bfd9b11c82fb91210d0a7a48fa4/Survey_list.csv), /tmp/hf-datasets-cache/medium/datasets/63781022271057-config-parquet-and-info-Donya-subjective-tasks-fa-06d3c1c9/hub/datasets--Donya--subjective-tasks-farsi/snapshots/31b5990260ef2bfd9b11c82fb91210d0a7a48fa4/survey_analysis.csv (origin=hf://datasets/Donya/subjective-tasks-farsi@31b5990260ef2bfd9b11c82fb91210d0a7a48fa4/survey_analysis.csv)]

Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)
Traceback:    Traceback (most recent call last):
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1890, in _prepare_split_single
                  writer.write_table(table)
                File "/usr/local/lib/python3.12/site-packages/datasets/arrow_writer.py", line 760, in write_table
                  pa_table = table_cast(pa_table, self._schema)
                             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2272, in table_cast
                  return cast_table_to_schema(table, schema)
                         ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2218, in cast_table_to_schema
                  raise CastError(
              datasets.table.CastError: Couldn't cast
              source: string
              Task: string
              keyword: string
              title: string
              venue : string
              url: string
              year: int64
              Dataset (Yes/No): string
              Dataset_name: string
              Dataset_size: string
              source.1: string
              Lexicon (Yes/No): string
              Demographics (Yes/No): string
              Multimodal (text, audio, image): string
              labels : string
              task (binary, multiclass, multilabel): string
              Notes: string
              Dataset: string
              annotator info: string
              -- schema metadata --
              pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 2600
              to
              {'Task': Value('string'), 'Keyword': Value('string'), 'Title': Value('string'), 'Link': Value('string')}
              because column names don't match
              
              During handling of the above exception, another exception occurred:
              
              Traceback (most recent call last):
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1347, in compute_config_parquet_and_info_response
                  parquet_operations = convert_to_parquet(builder)
                                       ^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 980, in convert_to_parquet
                  builder.download_and_prepare(
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 884, in download_and_prepare
                  self._download_and_prepare(
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 947, in _download_and_prepare
                  self._prepare_split(split_generator, **prepare_split_kwargs)
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1739, in _prepare_split
                  for job_id, done, content in self._prepare_split_single(
                                               ^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1892, in _prepare_split_single
                  raise DatasetGenerationCastError.from_cast_error(
              datasets.exceptions.DatasetGenerationCastError: An error occurred while generating the dataset
              
              All the data files must have the same columns, but at some point there are 18 new columns ({'source.1', 'url', 'task (binary, multiclass, multilabel)', 'Dataset (Yes/No)', 'year', 'Lexicon (Yes/No)', 'source', 'Dataset_size', 'Multimodal (text, audio, image)', 'venue ', 'title', 'Demographics (Yes/No)', 'annotator info', 'Notes', 'Dataset', 'Dataset_name', 'labels ', 'keyword'}) and 3 missing columns ({'Title', 'Keyword', 'Link'}).
              
              This happened while the csv dataset builder was generating data using
              
              hf://datasets/Donya/subjective-tasks-farsi/survey_analysis.csv (at revision 31b5990260ef2bfd9b11c82fb91210d0a7a48fa4), [/tmp/hf-datasets-cache/medium/datasets/63781022271057-config-parquet-and-info-Donya-subjective-tasks-fa-06d3c1c9/hub/datasets--Donya--subjective-tasks-farsi/snapshots/31b5990260ef2bfd9b11c82fb91210d0a7a48fa4/Survey_list.csv (origin=hf://datasets/Donya/subjective-tasks-farsi@31b5990260ef2bfd9b11c82fb91210d0a7a48fa4/Survey_list.csv), /tmp/hf-datasets-cache/medium/datasets/63781022271057-config-parquet-and-info-Donya-subjective-tasks-fa-06d3c1c9/hub/datasets--Donya--subjective-tasks-farsi/snapshots/31b5990260ef2bfd9b11c82fb91210d0a7a48fa4/survey_analysis.csv (origin=hf://datasets/Donya/subjective-tasks-farsi@31b5990260ef2bfd9b11c82fb91210d0a7a48fa4/survey_analysis.csv)]
              
              Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)

Need help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.

Task string	Keyword string	Title string	Link string
EA	persian emotion	Sentiment Analysis of Persian Language: Review of Algorithms, Approaches and Datasets	https://arxiv.org/pdf/2212.06041
EA	persian emotion	Persian Slang Text Conversion to Formal and Deep Learning of Persian Short Texts on Social Media for Sentiment Classification	https://arxiv.org/abs/2403.06023
EA	persian emotion	A Large-Scale Analysis of Persian Tweets Regarding Covid-19 Vaccination	https://arxiv.org/abs/2302.04511
EA	persian emotion	ShEMO -- A Large-Scale Validated Database for Persian Speech Emotion Detection	https://arxiv.org/abs/1906.01155
EA	persian emotion	A Persian ASR-based SER: Modification of Sharif Emotional Speech Database and Investigation of Persian Text Corpora	https://arxiv.org/abs/2211.09956
EA	persian emotion	Persian Emotion Detection using ParsBERT and Imbalanced Data Handling Approaches	https://arxiv.org/abs/2211.08029
EA	persian emotion	ArmanEmo: A Persian Dataset for Text-based Emotion Detection	https://arxiv.org/abs/2207.11808
EA	persian emotion	Emotion Recognition In Persian Speech Using Deep Neural Networks	https://arxiv.org/abs/2204.13601
EA	persian emotion	Political Sentiment Analysis of Persian Tweets Using CNN-LSTM Model	https://arxiv.org/abs/2307.07740
EA	persian emotion	Persian Speech Emotion Recognition by Fine-Tuning Transformers	https://arxiv.org/abs/2402.07326
EA	emotion classification data set persian	Emotion Analysis of Tweets Banning Education in {A}fghanistan	https://aclanthology.org/2023.wassa-1.24
EA	emotion detection data set persian	Irony Detection in {P}ersian Language: A Transfer Learning Approach Using Emoji Prediction	https://aclanthology.org/2020.lrec-1.346
EA	emotion detection data set persian	{E}mo{P}ars: A Collection of 30{K} Emotion-Annotated {P}ersian Social Media Texts	https://aclanthology.org/2021.ranlp-srw.23
EA	farsi emotion	From Words and Exercises to Wellness: Farsi Chatbot for Self-Attachment Technique	https://arxiv.org/pdf/2310.09362
SA	persian sentiment	SentiPers: A Sentiment Analysis Corpus for Persian	https://arxiv.org/abs/1801.07737
SA	persian sentiment	LexiPers: An ontology based sentiment lexicon for Persian	https://arxiv.org/pdf/1911.05263
SA	persian sentiment	Pars-ABSA: an Aspect-based Sentiment Analysis dataset for Persian	https://arxiv.org/abs/1908.01815
SA	persian sentiment	A novel approach to sentiment analysis in Persian using discourse and external semantic information	https://arxiv.org/abs/2007.09495
SA	persian sentiment	ParsBERT: Transformer-based Model for Persian Language Understanding	https://arxiv.org/abs/2005.12515
SA	persian sentiment	DeepSentiPers: Novel Deep Learning Models Trained Over Proposed Augmented Persian Sentiment Corpus	https://arxiv.org/abs/2004.05328
SA	persian sentiment	Convolutional Neural Networks for Sentiment Analysis in Persian Social Media	https://arxiv.org/abs/2002.06233
SA	persian sentiment	A Survey on sentiment analysis in Persian: A Comprehensive System Perspective Covering Challenges and Advances in Resources, and Methods	https://arxiv.org/abs/2104.14751
SA	persian sentiment	SINA-BERT: A pre-trained Language Model for Analysis of Medical Texts in Persian	https://arxiv.org/abs/2104.07613
SA	persian sentiment	A Novel Context-Aware Multimodal Framework for Persian Sentiment Analysis	https://arxiv.org/abs/2103.02636
SA	persian sentiment	Sentiment Analysis of Persian-English Code-mixed Texts	https://arxiv.org/abs/2102.12700
SA	persian sentiment	The Challenges of Persian User-generated Textual Content: A Machine Learning-Based Approach	https://arxiv.org/abs/2101.08087
SA	persian sentiment	Utilizing distilBert transformer model for sentiment classification of COVID-19's Persian open-text responses	https://arxiv.org/abs/2212.08407
SA	persian sentiment	A Deep Convolutional Neural Networks Based Multi-Task Ensemble Model for Aspect and Polarity Classification in Persian Reviews	https://arxiv.org/abs/2201.06313
SA	persian sentiment	Jointly Modeling Aspect and Polarity for Aspect-based Sentiment Analysis in Persian Reviews	https://arxiv.org/abs/2109.07680
SA	persian sentiment	Colloquial Persian POS (CPPOS) Corpus: A Novel Corpus for Colloquial Persian Part of Speech Tagging	https://arxiv.org/abs/2310.00572
SA	persian sentiment	weighted CapsuleNet networks for Persian multi-domain sentiment analysis	https://arxiv.org/abs/2306.17068
SA	persian sentiment	Persian Semantic Role Labeling Using Transfer Learning and BERT-Based Model	https://arxiv.org/abs/2306.10339
SA	persian sentiment	PRFashion24: A Dataset for Sentiment Analysis of Fashion Products Reviews in Persian	https://arxiv.org/abs/2405.18060
SA	persian sentiment	Deep Learning-based Sentiment Analysis in Persian Language	https://arxiv.org/abs/2403.11069
SA	polarity farsi	The Footprint of Campaign Strategies in Farsi Twitter: A case for 2021 Iranian presidential election	https://arxiv.org/abs/2110.09886
SA	polarity persian	Exploiting BERT to improve aspect-based sentiment analysis performance on Persian language	https://arxiv.org/abs/2012.07510
SA	polarity persian	Discourse Analysis of Covid-19 in Persian Twitter Social Networks Using Graph Mining and Natural Language Processing	https://arxiv.org/abs/2109.00298
SA	sentiment analysis data set Farsi	Pars-{ABSA}: a Manually Annotated Aspect-based Sentiment Analysis Benchmark on {F}arsi Product Reviews	https://aclanthology.org/2022.lrec-1.763
SA	sentiment analysis data set persian	{W}ikipedia Titles As Noun Tag Predictors	https://aclanthology.org/L16-1335
SA	sentiment analysis data set persian	Optimizing Annotation Effort Using Active Learning Strategies: A Sentiment Analysis Case Study in {P}ersian	https://aclanthology.org/2020.lrec-1.348
SA	sentiment analysis data set persian	Cross-lingual Transfer Learning with {P}ersian	https://aclanthology.org/2023.sigtyp-1.9
SA	sentiment analysis persian	Cross-lingual Subjectivity Detection for Resource Lean Languages	https://aclanthology.org/W19-1310
SA	sentiment analysis persian	Why the Unexpected? Dissecting the Political and Economic Bias in {P}ersian Small and Large Language Models	https://aclanthology.org/2024.sigul-1.49
SA	sentiment analysis persian	Benchmarking Large Language Models for Persian: A Preliminary Study Focusing on ChatGPT	https://arxiv.org/abs/2404.02403
EA	emotion classification data set Farsi	Recognition of emotional speech and speech emotion in Farsi	https://www.isca-archive.org/iscslp_2006/gharavian06_iscslp.pdf
EA	emotion classification data set Farsi	A Transfer-Based Deep Learning Model for Persian Emotion Classification	https://link.springer.com/article/10.1007/s11042-024-19668-w
EA	emotion classification data set Farsi	Emotion classification in low and moderate resource languages	https://arxiv.org/pdf/2402.18424
EA	emotion classification data set Farsi	Emotions from Farsi texts with mutual-word-counting and word-spotting	https://ieeexplore.ieee.org/document/6313769
EA	emotion classification data set persian	Deep emotion detection sentiment analysis of persian literary text	https://assets-eu.researchsquare.com/files/rs-1796157/v1_covered.pdf?c=1665867561
EA	emotion classification data set persian	A database for automatic Persian speech emotion recognition: collection, processing and evaluation	https://www.ije.ir/article_72235.html
EA	emotion classification data set persian	Automatic persian text emotion detection using cognitive linguistic and deep learning	https://jad.shahroodut.ac.ir/article_1970_60d0ff5eca67c9f8e41e0967345ba484.pdf
EA	emotion classification data set persian	Investigating Shallow and Deep Learning Techniques for Emotion Classification in Short Persian Texts	https://jad.shahroodut.ac.ir/article_3030.html
EA	emotion classification dataset Farsi	Speech emotion recognition in Persian based on stacked autoencoder by comparing local and global features	https://link.springer.com/article/10.1007/s11042-023-15132-3
EA	emotion classification corpus Farsi	Text material design for fuzzy emotional speech corpus based on persian semantic and structure	https://ieeexplore.ieee.org/document/6825469
EA	emotion detection data set Farsi	Statistical variation analysis of formant and pitch frequencies in anger and happiness emotional sentences in Farsi language	https://eej.aut.ac.ir/article_361_9.html
EA	emotion detection dataset Farsi	Iranian emotional face database: Acquisition and validation of a stimulus set of basic facial expressions	https://link.springer.com/article/10.3758/s13428-022-01812-9
EA	emotion detection dataset persian	Emotion Detection in Persian Text; A Machine Learning Model	https://d1wqtxts1xzle7.cloudfront.net/92538393/article-1-1471-en-libre.pdf?1665950853=&response-content-disposition=inline%3B+filename%3DEmotion_Detection_in_Persian_Text_A_Mach.pdf&Expires=1741883514&Signature=WoshgF2ltPbkFP3Cq98IJLXTktESsd7KqorjLtlATLpT6G98JYo-3vxXOQXPABZXIpCudviDf8CvziSKR~z4nFn2gQXq7iNl8sPw8aHGI83t9...
EA	emotion detection corpus Farsi	Emotional speech recognition and emotion identification in Farsi language	https://mjee.modares.ac.ir/browse.php?a_id=11954&sid=17&slc_lang=en
EA	emotion detection corpus persian	Presenting a Text Mining Algorithm to Identify Emotion in Persian Corpus	https://jitm.ut.ac.ir/article_63112_8577.html
EA	emotion recognition corpus persian	Gender Effects on the Recognition of Emotional Prosody: Evidence from Persian Language	https://sociolinguistics.journals.pnu.ac.ir/article_3247_en.html?lang=fa
EA	emotion analysis corpus Farsi	Emotion-Related Words in Persian Dictionaries: Culture, Meaning and Emotion Theory	https://eresearch.qmu.ac.uk/handle/20.500.12289/4709
EA	emotion analysis corpora Farsi	The development and psychometric properties of the persian linguistic inquiry and word count (P-LIWC): Emotions and cognitive processes categories	https://psychologicalscience.ir/article-1-2425-en.pdf
EA	emotion analysis corpora persian	Exploring emotive verbs in Persian and English short stories: a contrastive sociopragmatic approach	https://link.springer.com/article/10.1007/s10936-016-9443-1
SA	sentiment analysis data set persian	Words are important: improving sentiment analysis in the Persian language by lexicon refining	https://dl.acm.org/doi/abs/10.1145/3195633?casa_token=H89H5c4PslUAAAAA:E7b7ipg5aUbxm6GPtUL5uWkxmoFe9dphjlfs1IQlVDdozpHV17pRkbZe0YfcERiyxqF8rQbjzO_1FA
EA	emotion analysis data set persian	PersianEmo: Enhancing Farsi-Dari Emotion Analysis with a Hybrid Transformer and Recurrent Neural Network Model	https://aclanthology.org/2024.sigul-1.31.pdf
EA	emotion prediction data set persian	Persian speech emotion recognition approach based on multilayer perceptron	https://dcm.atu.ac.ir/article_13682.html
EA	emotion prediction dataset Farsi	Utilizing speech emotion recognition and recommender systems for negative emotion handling in therapy Chatbots	https://arxiv.org/abs/2311.11116
SA	polarity classification data set Farsi	Persian sentence-level sentiment polarity classification	https://hal.science/hal-03258138/
SA	polarity classification data set Farsi	Sentifars: A persian polarity lexicon for sentiment analysis	https://dl.acm.org/doi/abs/10.1145/3345627?casa_token=ToYGi7agT6YAAAAA:-QEQp7pzzHiB2xV1RtB2IIIw8sIbPsWbSGt9vOj6ByeTwaIgo5ieb7k7xPtc5GABby2OnyOJ62KsSw
SA	polarity classification data set Farsi	Bidirectional LSTM deep model for online doctor reviews polarity detection	https://ieeexplore.ieee.org/abstract/document/9122289?casa_token=RqL84itGjOMAAAAA:UBW63FmAXz7BcVAwl9mpHpdTgNruyU6SqnYX0hetRwDvnbjjta8xHS-AaEh7frzrh9nHXLtWa_o
SA	polarity classification data set Farsi	Leveraging ParsBERT for cross-domain polarity sentiment classification of Persian social media comments	https://link.springer.com/article/10.1007/s11042-023-16067-5
SA	polarity classification data set Farsi	Tracking and analysis of discourse dynamics and polarity during the early Corona pandemic in Iran	https://www.sciencedirect.com/science/article/pii/S153204642100191X
SA	polarity classification data set persian	Opinion mining in Persian language using a hybrid feature extraction approach based on convolutional neural network	https://link.springer.com/article/10.1007/s11042-019-07993-4
SA	polarity classification dataset Farsi	Sentiment analysis of persian movie reviews using deep learning	https://www.mdpi.com/1099-4300/23/5/596
SA	polarity classification dataset Farsi	Multilingual affect polarity and valence prediction in metaphor-rich texts	https://aclanthology.org/P13-1067.pdf
SA	polarity classification dataset Farsi	Using Group Deep Learning and Data Augmentation in Persian Sentiment Analysis	https://ieeexplore.ieee.org/abstract/document/10044052
SA	polarity classification corpora persian	Deep Persian sentiment analysis: Cross-lingual training for low-resource languages	https://journals.sagepub.com/doi/full/10.1177/0165551520962781
SA	polarity classification corpora persian	Persent 2.0: Persian sentiment lexicon enriched with domain-specific words	https://link.springer.com/chapter/10.1007/978-3-030-39431-8_48
SA	sentiment classification data set Farsi	Analyzing the political sentiment of tweets in Farsi	https://ojs.aaai.org/index.php/ICWSM/article/view/14791
SA	sentiment classification data set Farsi	The impact of sentiment features on the sentiment polarity classification in Persian reviews	https://link.springer.com/content/pdf/10.1007/s12559-017-9513-1.pdf
SA	sentiment classification data set Farsi	Sentiment classification in Persian: Introducing a mutual information-based method for feature selection	https://ieeexplore.ieee.org/abstract/document/6599671?casa_token=LEM9zWgqxeQAAAAA:R2Ykuq7GrxSFT9LwYJbyyMmVIcIU7rAwMwhpYJTHuqEfuWxflUTcqjOrwD0WfkQKd4-pZW5yFTA
SA	sentiment classification data set Farsi	Enhancing sentiment analysis of persian tweets: A transformer-based approach	https://ieeexplore.ieee.org/document/10533353
SA	sentiment classification data set persian	Sentiment analysis using deep learning on Persian texts	https://ieeexplore.ieee.org/abstract/document/7985281?casa_token=Q9Ijd9CxeyEAAAAA:dGQRSpel10x8cu-4jAlxJrwMCueGxCYqHsw5VsfjvzACG-17OuvmFRlS8yTMj9axAeInOSw8JcQ
SA	sentiment classification data set persian	Extending persian sentiment lexicon with idiomatic expressions for sentiment analysis	https://link.springer.com/article/10.1007/s13278-021-00840-1
SA	sentiment classification corpus persian	The application of deep learning in persian documents sentiment analysis	https://ijism.isc.ac/article_698303.html
SA	sentiment analysis corpus Farsi	Persian text sentiment analysis based on BERT and neural networks	https://link.springer.com/article/10.1007/s40998-023-00626-5
SA	sentiment analysis corpus persian	Lexicon-based sentiment analysis for Persian Text	https://aclanthology.org/R15-1002.pdf
SA	sentiment analysis corpus persian	Translation is not enough: comparing lexicon-based methods for sentiment analysis in Persian	https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=8320114
SA	sentiment analysis data set Farsi	A Sentiment Analysis of Persian Twitter over a Five-Year Period; From the Medical Error in the Death of a Celebrated Iranian Filmmaker to COVID-19	https://ijwr.usc.ac.ir/article_211545.html
SA	sentiment analysis data set persian	A framework for sentiment analysis in persian	https://www.researchgate.net/profile/Ahmad-Naghsh-Nilchi/publication/273339197_A_Framework_for_Sentiment_Analysis_in_Persian/links/571dcece08ae408367be971e/A-Framework-for-Sentiment-Analysis-in-Persian.pdf?origin=journalDetail&_tp=eyJwYWdlIjoiam91cm5hbERldGFpbCJ9
SA	sentiment analysis dataset Farsi	LDPSA: A Large Dataset of Persian Sentiment Analysis	https://ieeexplore.ieee.org/abstract/document/10533380?casa_token=-gYtdy29nREAAAAA:ETqdRjJ3cxIC0Chg__biOMIxISUUkrprjYPDklLYI2c_0Y9TMlFJs5qc14RP5EX7f3O1Hfzo6Zk
SA	sentiment analysis corpora persian	A hybrid Persian sentiment analysis framework: Integrating dependency grammar based rules and deep neural networks	https://www.sciencedirect.com/science/article/pii/S0925231219313815
SA	sentiment analysis corpora persian	Persian sentiment analysis without training data using cross-lingual word embeddings	https://ieeexplore.ieee.org/abstract/document/9345882
SA	sentiment analysis corpora persian	Sentence-level sentiment analysis in Persian	https://ieeexplore.ieee.org/abstract/document/7983023?casa_token=qg6At4MWkIMAAAAA:jjyE2M86phjEpEquEj4fvNqQb--J45fsLs269e06NjCqm_tL3XjEE_j37Y47SboMcr9kLOQp5zU
TD	hate speech detection data set Farsi	Spanning the spectrum of hatred detection: a persian multi-label hate speech dataset with annotator rationales	https://ojs.aaai.org/index.php/AAAI/article/view/29743
TD	hate speech detection data set Farsi	Pars-HaO: Hate and Offensive Language Detection on Persian Tweets Using Machine Learning and Deep Learning	https://www.techrxiv.org/users/581546/articles/683116/master/file/data/pars/pars.pdf?inline=true
TD	hate speech detection data set Farsi	The Dark Side of Instagram: A Large Dataset for Identifying Persian Harmful Comments	https://www.researchgate.net/profile/Hadi-Davardoust-2/publication/386905191_The_Dark_Side_of_Instagram_A_Large_Dataset_for_Identifying_Persian_Harmful_Comments/links/675aca07951ca355614017d6/The-Dark-Side-of-Instagram-A-Large-Dataset-for-Identifying-Persian-Harmful-Comments.pdf
TD	hate speech detection data set persian	Hate sentiment recognition system for persian language	https://ieeexplore.ieee.org/document/9959986?denied=
TD	hate speech detection data set persian	Cross-lingual few-shot hate speech and offensive language detection using meta learning	https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=9696324
TD	hate speech detection data set persian	Perbold: A big dataset of persian offensive language on instagram comments	https://tjee.tabrizu.ac.ir/article_15794_1a75a5b450027a6f41f6dfb9e8cf3e51.pdf

End of preview.

Survey of Subjective Tasks in Persian NLP

Dataset accompanying the paper "Exploring Subjective Tasks in Farsi: A Survey Analysis and Evaluation of Language Models" (WASSA, EACL 2026).

📄 Paper · 💻 GitHub

Overview

A structured survey of research on three subjective NLP tasks in Persian (Farsi): Sentiment Analysis (SA), Emotion Analysis (EA), and Toxicity Detection (TD).

Files

File	Rows	Description
`Survey_list.csv`	113	Curated list of 110 selected publications with task, keyword, title, and link
`survey_analysis.csv`	136	Detailed analysis with 23 metadata columns per publication

Tasks Covered

SA — Sentiment Analysis
EA — Emotion Analysis
TD — Toxicity Detection

Citation

@inproceedings{rooein2026exploring,
  title     = {Exploring Subjective Tasks in Farsi: A Survey Analysis and Evaluation of Language Models},
  author    = {Rooein, Donya and Plaza-del-Arco, Flor Miriam and Nozza, Debora and Hovy, Dirk},
  booktitle = {WASSA, EACL 2026},
  year      = {2026},
  url       = {https://aclanthology.org/2026.wassa-1.8.pdf}
}

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