Papers গবেষণাপত্র
813 indexed publications on Bangla NLP, newest first.
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2026Advancing Bengali Vision-Language Comprehension: A Deep Learning and NLP Paradigm for Image CaptioningDey et al. · Image CaptioningSN Computer Science2026A Fusion of context-aware based BanglaBERT and Two-Layer Stacked LSTM Framework for Multi-Label Cyberbullying DetectionRaquib et al. · Hate Speech DetectionarXiv2026BanHADEX: Towards Explainable HAte Speech Detection in Bangla Using Human Annotated EXplanationRaquib et al. · Hate Speech DetectionACL2026BengaliSent140: A Large-Scale Bengali Binary Sentiment Dataset for Hate and Non-Hate Speech ClassificationIslam et al. · Hate Speech DetectionarXiv2026Beyond Benchmarks: Exposing the Hidden Crisis in Bangla Hate Speech DetectionTisha et al. · Hate Speech DetectionarXiv2026Detecting Hate and Inflammatory Content in Bengali Memes: A New Multimodal Dataset and Co-Attention FrameworkUllah et al. · Hate Speech DetectionarXiv2026LLM-Based Multi-Task Bangla Hate Speech Detection: Type, Severity, and TargetHasan et al. · Hate Speech DetectionACL2026Retrieval Augmented Enhanced Dual Co-Attention Framework for Target Aware Multimodal Bengali Hateful Meme DetectionTanvir et al. · Hate Speech DetectionarXiv2026A Deep Learning Based Three-Stage Fusion Neural Network with Composite Adaptive Momentum Optimizer for Bangla Cyberbully IdentificationAfif et al. · Hate Speech DetectionInternational Journal of Computational Intelligence Systems2026A modified attention-based transformer ensemble for automated Bengali aggressive text identificationRashid et al. · Hate Speech DetectionDiscover Applied Sciences2026Advancing cyberbullying detection in low-resource languages: a transformer-stacking framework for BengaliHoque et al. · Hate Speech DetectionFrontiers in Artificial Intelligence2026HateBertBN: a hybrid transformer based model for Bangla hate speech detection across various social contextsAzhar et al. · Hate Speech DetectionDiscover Computing2026BaFCo: A Document Understanding Benchmark for Complex Bangla Form ComprehensionAzad et al. · LLM BenchmarksarXiv2026BanglaLlama: LLaMA for Bangla LanguageZehady et al. · LLM BenchmarksLoResLM2026BanglaLorica: Design and Evaluation of a Robust Watermarking Algorithm for Large Language Models in Bangla Text GenerationTariqul et al. · LLM BenchmarksarXiv2026BanglaMemeEvidence: A Multimodal Benchmark Dataset for Explanatory Evidence Detection in Bengali MemesFaria et al. · LLM BenchmarksarXiv2026BanglaSocialBench: A Benchmark for Evaluating Sociopragmatic and Cultural Alignment of LLMs in Bangladeshi Social InteractionSijan et al. · LLM BenchmarksACL2026Behind the Laughter: Uncovering Gender Bias in Code-Mixed Bangla MemesFerdusi et al. · LLM BenchmarksSixth Workshop on Language Technology for Equality, Diversity, Inclusion2026Benchmarking Bengali Dialectal Bias: A Multi-Stage Framework Integrating RAG-Based Translation and Human-Augmented RLAIFSami et al. · LLM BenchmarksarXiv2026BenHalluEval: A Multi-Task Hallucination Evaluation Framework for Large Language Models on BengaliAdib et al. · LLM BenchmarksarXiv2026BenSyc: Benchmarking Conversational Sycophancy and Human Alignment in LLMs for Bengali ContextsNoshin et al. · LLM BenchmarksarXiv2026Can LLMs Solve My Grandma's Riddle? Evaluating Multilingual Large Language Models on Reasoning Traditional Bangla Tricky RiddlesSayeedi et al. · LLM Benchmarks*SEM2026Cross-Lingual Probing and Community-Grounded Analysis of Gender Bias in Low-Resource BengaliReaj et al. · LLM BenchmarksarXiv2026CUET-823 at SemEval-2026 Task 9: LoRA-Based Instruction Fine-Tuning of LLMs vs. Transformer Models for Bengali Polarization DetectionMallik et al. · LLM BenchmarksSemEval2026GanitLLM: Difficulty-Aware Bengali Mathematical Reasoning through Curriculum-GRPORoy Dipta et al. · LLM BenchmarksFindings ACL2026GSM-Plus-BN: A Perturbation-Based Benchmark for Bangla Mathematical Reasoning in Large Language ModelsPaul et al. · LLM BenchmarksarXiv2026How Good LLMs Are at Answering Bangla Medical Visual Questions? Dataset and BenchmarkingAhmed et al. · LLM BenchmarksarXiv2026Mina: A Multilingual LLM-Powered Legal Assistant Agent for Empowering Access to Justice in BangladeshWasi et al. · LLM BenchmarksFindings ACL2026MultiSoc-4D: A Benchmark for Diagnosing Instruction-Induced Label Collapse in Closed-Set LLM Annotation of Bengali Social MediaPramanik et al. · LLM BenchmarksarXiv2026Surpassing Scale by Efficiency: A Compact 135M Parameter Foundational LLM Natively Adapted for the Bangla LanguageNandi et al. · LLM BenchmarksarXiv2026When a Name Is Not a Name: A Benchmark Dataset and Distilled Reasoning for Culturally Entangled Bangla Homographs in Low-Resource LLMsShuvo et al. · LLM BenchmarksarXiv2026BanglaRegionalTextCorpus: A curated dataset for four regional bangla dialects with standard Bangla and English translationAhmed et al. · Machine TranslationData in Brief2026BanglaSTEM: A Parallel Corpus and Term-Weighted Evaluation for Technical Bangla-English TranslationHasan et al. · Machine TranslationACL2026Computation of Machine Translation Errors Through Implicit Consideration of Word Sense Disambiguation in Bengali TextSeal et al. · Machine TranslationCureus Journal of Computer Science.2026Cost-Efficient Cross-Lingual Retrieval-Augmented Generation for Low-Resource Languages: A Case Study in Bengali Agricultural AdvisoryHossain et al. · Machine TranslationarXiv2026Kothon: A large-scale dataset for machine translation of the Chittagonian and Sylheti dialects into standard BanglaFaisal et al. · Machine TranslationData in Brief2026Meaning Over Morphology: A Multi-Metric Benchmark of LLMs for Bangla Dialect TranslationNiloy et al. · Machine TranslationFirst Workshop on Dialects in NLP2026Optimizing Low-Resource Machine Transliteration: A Case of Script Transition from Manipuri in Bengali Script to Meetei-MayekMoirangthem et al. · Machine TranslationACM Transactions on Asian and Low-Resource Language Information Processing2026Bangla-MedER: An annotated Bangla dataset for multi-type medical entity recognition from medical textSheikh et al. · Named Entity RecognitionData in Brief2026A Lightweight Hybrid Transformer-CRF Architecture for Multi-Type Bangla Medical Entity RecognitionSaha et al. · Named Entity RecognitionarXiv2026Bangla MedER: Multi-BERT ensemble approach for the recognition of Bangla medical entityAurpa et al. · Named Entity RecognitionPLoS ONE2026BNLI: A Linguistically-Refined Bengali Dataset for Natural Language InferenceHaque et al. · Natural Language InferenceCHiPSAL2026BornoDrishti: Leveraging Vision Encoders and Domain-Adaptive Learning for Bangla OCR on Diverse DocumentsIslam et al. · OCR & Document UnderstandingEACL2026BanglaWild: An In-the-Wild Bengali Scene Text Recognition Benchmark for OCR and Vision-Language ModelsShiper et al. · OCR & Document UnderstandingarXiv2026Asegmentation based optical character recognition system for Bangla printed textMahbub et al. · OCR & Document UnderstandingTELKOMNIKA (Telecommunication Computing Electronics and Control)2026Morphological challenges in Bengali NLP: evaluating stemming techniques for improved text classification and efficiencyIslam et al. · POS TaggingInternational Journal of Speech Technology2026A Novel Approach for AI Question Answer System/Agent in Bengali using LLMKoner et al. · Question AnsweringIAPQR TRANSACTIONS2026Automated Bengali Physics MCQ Solver: A Large Language Model Approach with Chain-of-Thought ReasoningChowdhury et al. · Question AnsweringIEEE QPAIN2026Do Small Models Use the Law You Give Them? Context-Injected Fine-Tuning for Legal QA in BangladeshMahadi et al. · Question AnsweringarXiv2026Evaluating Large Vision Language Models on Bangla Medical Visual Question AnsweringAhmed et al. · Question AnsweringFindings ACL2026NCTB-QA: A Large-Scale Bangla Educational Question Answering Dataset and Benchmarking PerformanceEyasir et al. · Question AnsweringarXiv2026Understanding QA generation: Extracting Parametric and Contextual Knowledge with CQA for Low Resource Bangla LanguageAzmary et al. · Question AnsweringarXiv2026A Deep Learning–Based Framework for Dataset Creation and Sentiment Classification of English–Bengali Code-Mixed TextsBarua et al. · Sentiment AnalysisEngineering Technology & Applied Science Research2026A multi-class classification approach for feminist sentiment analysis in Bangla social media using TF-IDF and ensemble learningSajid et al. · Sentiment AnalysisIndonesian Journal of Electrical Engineering and Computer Science2026A Multi-Model Approach to English-Bangla Sentiment Classification of Government Mobile Banking App ReviewsMolla et al. · Sentiment AnalysisarXiv2026A Novel Dual-Order Hybrid BiLSTM–BiGRU Ensemble Model for English-Bengali Code-Mixed Sentiment AnalysisBarua et al. · Sentiment AnalysisEngineering Technology & Applied Science Research2026BABSA: A large scale bangla aspect based sentiment analysis datasetSiam and Wafa · Sentiment AnalysisData in Brief2026BAN-ASTE: A unified neural framework for Bengali aspect sentiment triplet extractionIslam et al. · Sentiment AnalysisNatural Language Processing Journal2026Bangla Suicidal Ideation Detection: Performance and Efficiency Benchmark of Simple and Complex Classifiers on Social Media DataHussen et al. · Sentiment AnalysisThe Journal of Applied Technology and Innovation2026Bengali Emotion Classification from Social Media Text Using Deep Learning and Transformer-Based Models with ExplainabilityAlam et al. · Sentiment AnalysisJournal of Engineering Research and Sciences2026Beyond Polarity in Bengali Texts: Can Multi-Task Modeling Capture Sarcasm Intensity and Classification?Ibnath et al. · Sentiment AnalysisIEEE Open Journal of the Computer Society2026Enhancing Mental Health Counseling Support in Bangladesh using Culturally-grounded KnowledgeHasan et al. · Sentiment AnalysisCLP2026SSABE-TSCM: drift-aware and interpretable financial sentiment analysis for low-resource Bangla via adaptive semi-supervised and temporal contrastive modelingKhandokar et al. · Sentiment AnalysisFrontiers in Artificial Intelligence2026Two-Stage Bengali Sentiment Classification: Domain Adaptation Through Continual Learning and Parameter-Efficient Fine-TuningRahman et al. · Sentiment AnalysisarXiv2026What’s on Your Mind? - Mental Health Disorder Risk Detection From Bangla Social Media Text Using Weighted Ensemble of TransformersTasnim et al. · Sentiment AnalysisJournal of Technology in Behavioral Science2026When Words Don't Mean What They Say: Figurative Understanding in Bengali IdiomsSakhawat et al. · Sentiment AnalysisarXiv2026Emotion recognition from Bangla dialect speech using privacy-aware deep learning models: a comparative analysisAbrar et al. · Speech Emotion RecognitionInternational Journal of Speech Technology2026Emotionally Aware Bangla Speech Systems: Real-Time SER with Adaptive Learning and LLM IntegrationHossain et al. · Speech Emotion RecognitionSN Computer Science2026Make It Hard to Hear, Easy to Learn: Long-Form Bengali ASR and Speaker Diarization via Extreme Augmentation and Perfect AlignmentHasan et al. · Speaker ID / DiarizationarXiv2026Robust Long-Form Bangla Speech Processing: Automatic Speech Recognition and Speaker DiarizationChowdhury et al. · Speaker ID / DiarizationarXiv2026ShobdoSetu: A Data-Centric Framework for Bengali Long-Form Speech Recognition and Speaker DiarizationSakib et al. · Speaker ID / DiarizationarXiv2026A deep neural network-based automatic mispronunciation detection in Bengali accented English speechBharati et al. · ASR / TTSDiscover Computing2026Bangla TTS Performance Evaluation: A Benchmark Study on Synthesized Speech Quality and IntelligibilityHasan et al. · ASR / TTSDhaka University Journal of Science2026Bangla-WhisperDiar: Fine-Tuning Whisper and PyAnnote for Bangla Long-Form Speech Recognition and Speaker DiarizationBhuiyan et al. · ASR / TTSarXiv2026BanglaIPA: Towards Robust Text-to-IPA Transcription with Contextual Rewriting in BengaliHasan et al. · ASR / TTSLoResLM2026BanglaRobustNet: A Hybrid Denoising-Attention Architecture for Robust Bangla Speech RecognitionRidoy et al. · ASR / TTSarXiv2026Bengali-English and Hindi-English Code Mixed Speech Data with DisfluenciesMitra et al. · ASR / TTSWorkshop on Indian Language Data2026Bengali-Loop: Community Benchmarks for Long-Form Bangla ASR and Speaker DiarizationTabib et al. · ASR / TTS · Introduces the Bengali-Loop ASR and diarization benchmarks with baselines of 34.07% WER and 40.08% DER.arXiv2026Descriptor: Bangla Audio Spoofing With Four Conditions and Real Speech (BAS4R)Ahmad et al. · ASR / TTSIEEE data descriptions.2026Kingfisher: A hybrid LLM-augmented Bangla text normalization for enhanced text-to-speechRaju et al. · ASR / TTSNatural Language Processing Journal2026STFT-GradTTS: a robust, diffusion-based speech synthesis system with iSTFT decoder for BanglaIntesum et al. · ASR / TTSInternational Journal of Speech Technology2026Tokenizer Transplantation: Mitigating Autoregressive Collapse in Edge-Efficient Bengali ASRHasan et al. · ASR / TTSarXiv2026A Cascaded Speech-to-Speech Translation System for Bengali to EnglishSarkar et al. · Speech TranslationLecture notes in networks and systems2026Literary Style Transfer in Bengali Literature Using Hybrid BERT-GAN Architecture: A Comprehensive Study on Tagore and NazrulNihal et al. · Text Style TransferSN Computer Science2026Abstractive Summarization of Bengali Academic Videos Based on Audio SubtitlesDeya et al. · SummarizationFindings EACL2026BanglaSummEval: Reference-Free Factual Consistency Evaluation for Bangla SummarizationRafid et al. · SummarizationLoResLM2026A hybrid approach for Bangla regional text classification using region-specific lexical oversampling and BERT ensemble learningSultana et al. · Text ClassificationArray2026Addressing Data Scarcity in Bangla Fake News Detection: An LLM-Based Dataset Augmentation ApproachSani et al. · Text ClassificationarXiv2026anvay: A Web-based Tool for Interpretive Topic Modelling in BengaliGupta · Text ClassificationThe Journal of Open Source Software2026Bangla Fake News Detection using DistilBERTJoy · Text ClassificationInternational Journal for Research in Applied Science and Engineering Technology2026Bengali Text Classification: An Evaluation of Large Language Model ApproachesHoque et al. · Text ClassificationarXiv2026Detecting Fake News in Bangla Using Linguistic and Psychological FeaturesTanjim et al. · Text ClassificationACM Transactions on Social Computing2026Explainable AI-Driven Bangla News Classification: Comparative Study of ML and DL ApproachesHussen et al. · Text ClassificationThe Journal of Applied Technology and Innovation2026Exploring Large Language Models for Multitask Learning in Bengali Text ClassificationHossain et al. · Text ClassificationCHiPSAL2026Hybrid Feature Combinations with CNN for Bangla Fake News ClassificationHussain et al. · Text ClassificationarXiv2026BanglaProtha: Evaluating Vision Language Models in Underrepresented Long-tail Cultural ContextsFahim et al. · Visual Question Answering · Aspect-based evaluation of vision-language models on Bengali cultural images with native Bengali questions and multiple-choice options.WACV2025BiCap: Bangla Image Captioning Using Attention-based Encoder-Decoder ArchitectureBulbul · Image CaptioningBLP @ IJCNLP-AACL2025Image captioning in Bengali language using visual attentionMasud et al. · Image CaptioningPLoS ONE2025BanglAssist: A Bengali-English Generative AI Chatbot for Code-Switching and Dialect-Handling in Customer ServiceKruk et al. · Dialogue & ChatbotsarXiv2025Leveraging LLMs for Bangla Grammar Error Correction: Error Categorization, Synthetic Data, and Model EvaluationBhattacharyya et al. · Spelling & Grammar CorrectionFindings ACL2025Leveraging Prompt-Tuning for Bengali Grammatical Error Explanation Using Large Language ModelsMaity et al. · Spelling & Grammar CorrectionarXiv2025ALERT: A benchmark Bengali dataset for identifying and categorizing religiously aggressive textsRashid et al. · Hate Speech DetectionData in Brief2025Bangla-ToCo: A context-aware dataset for Bengali toxic comment detectionRupa et al. · Hate Speech DetectionData in Brief2025Bahash-AI at BLP-2025 Task 1: Bangla Hate Speech Detection using Data Augmentation and Pre-trained ModelLaskar et al. · Hate Speech DetectionBLP @ IJCNLP-AACL2025Bangla Hate Speech Classification with Fine-tuned Transformer ModelsJafari et al. · Hate Speech DetectionarXiv2025BanHate: An Up-to-Date and Fine-Grained Bangla Hate Speech DatasetRaquib et al. · Hate Speech DetectionBLP @ IJCNLP-AACL2025BanHateME : Understanding Hate in Bangla Memes thorough Detection, Categorization, and Target ProfilingMia et al. · Hate Speech DetectionBLP @ IJCNLP-AACL2025BANMIME : Misogyny Detection with Metaphor Explanation on Bangla MemesMia et al. · Hate Speech DetectionEMNLP2025BanTH: A Multi-label Hate Speech Detection Dataset for Transliterated BanglaHaider et al. · Hate Speech DetectionFindings NAACL2025BElite at BLP-2025 Task 1: Leveraging Ensemble for Multi Task Hate Speech Detection in BanglaTripty et al. · Hate Speech DetectionBLP @ IJCNLP-AACL2025BIDWESH: A Bangla Regional Based Hate Speech Detection DatasetFayaz et al. · Hate Speech DetectionarXiv2025BOISHOMMO: Holistic Approach for Bangla Hate SpeechKafi et al. · Hate Speech DetectionarXiv2025Catalyst at BLP-2025 Task 1: Transformer Ensembles and Multi-task Learning Approaches for Bangla Hate Speech DetectionHasan · Hate Speech DetectionBLP @ IJCNLP-AACL2025Code\_Gen at BLP-2025 Task 1: Enhancing Bangla Hate Speech Detection with Transformers through Token-Aware Adversarial Contrastive Training and Layer-wise Learning Rate DecayIslam et al. · Hate Speech DetectionBLP @ IJCNLP-AACL2025CoU-CU-DSG at BLP-2025 Task 1: Leveraging Weighted Probabilistic Fusion of Language Models for Bangla Hate Speech DetectionAlam et al. · Hate Speech DetectionBLP @ IJCNLP-AACL2025CUET-NLP\_Zenith at BLP-2025 Task 1: A Multi-Task Ensemble Approach for Detecting Hate Speech in Bengali YouTube CommentsHossan et al. · Hate Speech DetectionBLP @ IJCNLP-AACL2025CUET\_Sntx\_Srfrs at BLP-2025 Task 1: Combining Hierarchical Classification and Ensemble Learning for Bengali Hate Speech DetectionTripty et al. · Hate Speech DetectionBLP @ IJCNLP-AACL2025Ecstasy at BLP-2025 Task 1: TF-IDF Informed Prompt Engineering with LoRA Fine-tuning for Bangla Hate Speech DetectionHasan et al. · Hate Speech DetectionBLP @ IJCNLP-AACL2025Gradient Masters at BLP-2025 Task 1: Advancing Low-Resource NLP for Bengali using Ensemble-Based Adversarial Training for Hate Speech DetectionHoque et al. · Hate Speech DetectionBLP @ IJCNLP-AACL2025HateNet-BN at BLP-2025 Task 1: A Hierarchical Attention Approach for Bangla Hate Speech DetectionAnam et al. · Hate Speech DetectionBLP @ IJCNLP-AACL2025Heisenberg at BLP-2025 Task 1: Bangla Hate Speech Classification using Pretrained Language Models and Data AugmentationYasir · Hate Speech DetectionBLP @ IJCNLP-AACL2025NSU\_MILab at BLP-2025 Task 1: Decoding Bangla Hate Speech: Fine-Grained Type and Target Detection via Transformer EnsemblesNabil et al. · Hate Speech DetectionBLP @ IJCNLP-AACL2025Overview of BLP-2025 Task 1: Bangla Hate Speech IdentificationHasan et al. · Hate Speech DetectionBLP @ IJCNLP-AACL2025Parameter-Efficient Fine-Tuning for Low-Resource Languages: A Comparative Study of LLMs for Bengali Hate Speech DetectionIslam et al. · Hate Speech DetectionarXiv2025PentaML at BLP-2025 Task 1: Linear Probing of Pre-trained Transformer-based Models for Bangla Hate Speech DetectionTahmid et al. · Hate Speech DetectionBLP @ IJCNLP-AACL2025PerceptionLab at BLP-2025 Task 1: Domain-Adapted BERT for Bangla Hate Speech Detection: Contrasting Single-Shot and Hierarchical Multiclass ClassificationFahim et al. · Hate Speech DetectionBLP @ IJCNLP-AACL2025PromptGuard at BLP-2025 Task 1: A Few-Shot Classification Framework Using Majority Voting and Keyword Similarity for Bengali Hate Speech DetectionHossan et al. · Hate Speech DetectionBLP @ IJCNLP-AACL2025Retriv at BLP-2025 Task 1: A Transformer Ensemble and Multi-Task Learning Approach for Bangla Hate Speech IdentificationSaha et al. · Hate Speech DetectionBLP @ IJCNLP-AACL2025TeamHateMate at BLP Task1: Divide and Conquer: A Two-Stage Cascaded Framework with K-Fold Ensembling for Multi-Label Bangla Hate Speech ClassificationMahim et al. · Hate Speech DetectionBLP @ IJCNLP-AACL2025Velora at BLP-2025 Task 1: Multi-Method Evaluation for Hate Speech Classification in Bangla TextSayem et al. · Hate Speech DetectionBLP @ IJCNLP-AACL2025Enhancing Cyberbullying Detection in Bangla Language: A Hybrid BiLSTM-Attention ApproachHabiba et al. · Hate Speech DetectionInternational Journal of Computer Applications2025Assessing Gender Bias of Pretrained Bangla Language Models in STEM and SHAPE FieldsArnob et al. · LLM BenchmarksGeBNLP2025Auditing Political Bias in Text Generation by GPT-4 using Sociocultural and Demographic Personas: Case of Bengali Ethnolinguistic CommunitiesDas et al. · LLM BenchmarksWorkshop on Benchmarks, Harmonization, Annotation, and Standardization for Human-Centric AI in Indian Languages2025B-REASO: A Multi-Level Multi-Faceted Bengali Evaluation Suite for Foundation ModelsHosain and Morol · LLM Benchmarks · 13,497 MCQs over 50 subjects at four difficulty levels; includes the harder B-REASO HEAVY subset.Findings EMNLP2025BanglaForge: LLM Collaboration with Self-Refinement for Bangla Code GenerationDihan et al. · LLM BenchmarksarXiv2025BanglaMATH : A Bangla benchmark dataset for testing LLM mathematical reasoning at grades 6, 7, and 8Prama et al. · LLM BenchmarksWorkshop on Mathematical Natural Language Processing2025BanStereoSet: A Dataset to Measure Stereotypical Social Biases in LLMs for BanglaKamruzzaman et al. · LLM BenchmarksFindings ACL2025BengaliFig: A Low-Resource Challenge for Figurative and Culturally Grounded Reasoning in BengaliAl Sefat · LLM BenchmarksWorkshop on Multimodal Models for Low-Resource Contexts and Social Impact2025BengaliMoralBench: A Benchmark for Auditing Moral Reasoning in Large Language Models within Bengali Language and CultureRidoy et al. · LLM BenchmarksarXiv2025BenNumEval: A Benchmark to Assess LLMs' Numerical Reasoning Capabilities in BengaliAhmed et al. · LLM BenchmarksFindings ACL2025BLUCK: A Benchmark Dataset for Bengali Linguistic Understanding and Cultural KnowledgeKabir et al. · LLM BenchmarksBLP @ IJCNLP-AACL2025BnMMLU: Measuring Massive Multitask Language Understanding in BengaliJoy and Shatabda · LLM Benchmarks · 134,375 question-option pairs across 23 domains.arXiv2025BRACU\_CL at BLP-2025 Task 2: CodeMist: A Transformer-Based Framework for Bangla Instruction-to-Code GenerationJuboraj et al. · LLM BenchmarksBLP @ IJCNLP-AACL2025Code\_Gen at BLP-2025 Task 2: BanglaCode: A Cross-lingual Benchmark for Code Generation with Translation and Assertion StrategiesAgarwala et al. · LLM BenchmarksBLP @ IJCNLP-AACL2025CodeAnubad at BLP-2025 Task 2: Efficient Bangla-to-Python Code Generation via Iterative LoRA Fine-Tuning of Gemma-2Roy · LLM BenchmarksBLP @ IJCNLP-AACL2025destroR: A Benchmark and Adversarial-Training Defense for Bangla Transfer Models under Meaning-Preserving AttacksAhmed et al. · LLM BenchmarksarXiv2025Empowering Low-Resource Languages: TraSe Architecture for Enhanced Retrieval-Augmented Generation in BanglaIpa et al. · LLM BenchmarksWorkshop on Language Models for Underserved Communities2025End-to-End Bangla AI for Solving Math Olympiad Problem Benchmark: Leveraging Large Language Model Using Integrated ApproachTabib et al. · LLM BenchmarksarXiv2025Evaluating Credibility and Political Bias in LLMs for News Outlets in BangladeshPrama et al. · LLM BenchmarksACL2025Evaluating LLMs’ Multilingual Capabilities for Bengali: Benchmark Creation and Performance AnalysisBhowmik et al. · LLM Benchmarks · Eight translated datasets evaluated across ten open-source LLMs.arXiv2025Evaluating Subword Tokenization Techniques for Bengali: A Benchmark Study with BengaliBPEPatwary et al. · LLM BenchmarksarXiv2025From Facts to Folklore: Evaluating Large Language Models on Bengali Cultural KnowledgeChowdhury et al. · LLM BenchmarksIJCNLP2025Generation, Analysis, and Detection of LLM Manipulated Bangla NewsAkther et al. · LLM BenchmarksIEEE Access2025Intrinsic Linguistic Bias in Formal vs. Informal Bengali Pragmatics with Progressive Context InflationHosain et al. · LLM BenchmarksIJCNLP2025JU\_NLP at BLP-2025 Task 2: Leveraging Zero-Shot Prompting for Bangla Natural Language to Python Code GenerationPal et al. · LLM BenchmarksBLP @ IJCNLP-AACL2025Leveraging Large Language Models for Bengali Math Word Problem Solving with Chain of Thought ReasoningPaul et al. · LLM BenchmarksarXiv2025Modeling Romanized Hindi and Bengali: Dataset Creation and Multilingual LLM IntegrationGharami et al. · LLM BenchmarksarXiv2025Musafir at BLP\_2025 Task 2: Generating Python Code from Bangla Prompts using a Multi Model Cascade and Unit Test ValidationHasan et al. · LLM BenchmarksBLP @ IJCNLP-AACL2025NALA_MAINZ at BLP-2025 Task 2: A Multi-agent Approach for Bangla Instruction to Python Code GenerationSaadi et al. · LLM BenchmarksarXiv2025NALA\_MAINZ at BLP-2025 Task 2: A Multi-agent Approach for Bengali Instruction to Python Code GenerationSaadi et al. · LLM BenchmarksBLP @ IJCNLP-AACL2025NSU\_PiedPiper at BLP-2025 Task 2: A Chain-of-Thought with Iterative Debugging Approach for Code Generation with Bangla InstructionFahmid et al. · LLM BenchmarksBLP @ IJCNLP-AACL2025Overview of BLP-2025 Task 2: Code Generation in BanglaRaihan et al. · LLM BenchmarksBLP @ IJCNLP-AACL2025PyBangla at BLP-2025 Task 2: Enhancing Bangla-to-Python Code Generation with Iterative Self-Correction and Multilingual AgentsIslam et al. · LLM BenchmarksBLP @ IJCNLP-AACL2025PyBhasha at BLP-2025 Task 2: Effectiveness of Semantic-Aware Translation and Ensembling in Bangla Code GenerationDewan et al. · LLM BenchmarksBLP @ IJCNLP-AACL2025Read Between the Lines: A Benchmark for Uncovering Political Bias in Bangla News ArticlesLia et al. · LLM BenchmarksBLP @ IJCNLP-AACL2025Retriv at BLP-2025 Task 2: Test-Driven Feedback-Guided Framework for Bangla-to-Python Code GenerationAsib et al. · LLM BenchmarksBLP @ IJCNLP-AACL2025Reveal-Bangla: A Dataset for Cross-Lingual Multi-Step Reasoning EvaluationIslam et al. · LLM BenchmarksBLP @ IJCNLP-AACL2025Robustness of LLMs to Transliteration Perturbations in BanglaHaider et al. · LLM BenchmarksBLP @ IJCNLP-AACL2025Social Bias in Large Language Models For Bangla: An Empirical Study on Gender and Religious BiasSadhu et al. · LLM BenchmarksLoResLM2025Structured Reasoning with Tree-of-Thoughts for Bengali Math Word ProblemsMahmood et al. · LLM BenchmarksarXiv2025TeamB2B at BLP-2025 Task 2: BanglaForge: LLM Collaboration with Self-Refinement for Bangla Code GenerationDihan et al. · LLM BenchmarksBLP @ IJCNLP-AACL2025TigerCoder: A Novel Suite of LLMs for Code Generation in BanglaRaihan et al. · LLM BenchmarksarXiv2025TigerLLM - A Family of Bangla Large Language ModelsRaihan et al. · LLM BenchmarksACL2025TituLLMs: A Family of Bangla LLMs with Comprehensive BenchmarkingNahin et al. · LLM Benchmarks · Bangla-adapted Llama models.arXiv2025Troopers at BLP-2025 Task 2: Reward-Selective Fine-Tuning based Code Generation Approach for Bangla PromptsFarazi et al. · LLM BenchmarksBLP @ IJCNLP-AACL2025Women, Infamous, and Exotic Beings: A Comparative Study of Honorific Usages in Wikipedia and LLMs for Bengali and HindiMukherjee et al. · LLM BenchmarksEMNLP2025WoNBias: A Dataset for Classifying Bias \& Prejudice Against Women in Bengali TextAupi et al. · LLM BenchmarksGeBNLP2025A Comparative Analysis of Retrieval-Augmented Generation Techniques for Bengali Standard-to-Dialect Machine Translation Using LLMsSami et al. · Machine TranslationBLP @ IJCNLP-AACL2025Advancing Bangla Machine Translation Through Informal DatasetsRoy et al. · Machine TranslationarXiv2025Bangla Sign Language Translation: Dataset Creation Challenges, Benchmarking and ProspectsRubaiyeat et al. · Machine TranslationarXiv2025BanglaNirTox: A Large-scale Parallel Corpus for Explainable AI in Bengali Text DetoxificationMohsin et al. · Machine TranslationarXiv2025BhasaBodh: Bridging Bangla Dialects and Romanized Forms through Machine TranslationBhuiyan et al. · Machine TranslationBLP @ IJCNLP-AACL2025Breaking the Silence: A Dataset and Benchmark for Bangla Text-to-Gloss TranslationAbdullah et al. · Machine TranslationarXiv2025Bridging Dialects: Translating Standard Bangla to Regional Variants Using Neural ModelsKhandaker et al. · Machine TranslationarXiv2025Continuous Bangla Sign Language Translation: Mitigating the Expense of Gloss Annotation with the Assistance of GraphArib et al. · Machine TranslationarXiv2025CUET\_Expelliarmus at BLP2025 Task 2: Leveraging Instruction Translation and Refinement for Bangla-to-Python Code Generation with Open-Source LLMsShahrier et al. · Machine TranslationBLP @ IJCNLP-AACL2025Detecting AI-Generated Paraphrases in Bengali: A Comparative Study of Zero-Shot and Fine-Tuned TransformersIslam et al. · Machine TranslationarXiv2025Evaluating DisCoCirc in Translation Tasks & its Limitations: A Comparative Study Between Bengali & EnglishMoon et al. · Machine TranslationarXiv2025Human--LLM Benchmarks for Bangla Dialect Translation: Sylheti and Chittagonian on the BanglaCHQ-Summ CorpusMahjabin et al. · Machine 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