12^th International Conference on Natural Language Processing (NATP 2026)

February 27 ~ 28, 2026, Vancouver, Canada

Hybrid -- Registered authors can present their work online or face to face.

Scope & Topics

12^th International Conference on Natural Language Processing (NATP 2026) will provide an excellent international forum for sharing knowledge and results in theory, methodology and applications of Natural Language Processing. The conference looks for significant contributions to all major fields of the applications of Natural Language Processing Technology in theoretical and practical aspects.

Authors are solicited to contribute to the conference by submitting articles that illustrate research results, projects, surveying works and industrial experiences that describe significant advances in the following areas, but are not limited to.

Topics of interest include, but are not limited to, the following

Large Language Models, Generative AI & Foundation Models

• Pre‑training, fine‑tuning, adaptation
  
• Prompting, instruction tuning, alignment
  
• Reasoning, planning & tool‑use
  
• Emergent behaviors in LLMs
  
• Safety, ethics, bias & responsible NLP

Machine Translation, Multilinguality & Low‑Resource NLP

• Neural & LLM‑based MT
  
• Cross‑lingual transfer
  
• Low‑resource & endangered languages
  
• Community‑driven resource creation
  
• Linguistic typology & multilingual modeling

Information Extraction, Retrieval & Knowledge‑Augmented NLP

• Relation & event extraction
  
• Dense/neural retrieval
  
• Retrieval‑augmented generation (RAG)
  
• Knowledge graphs & structured knowledge integration

Question Answering, Text Understanding & Reasoning

• Open‑domain QA
  
• Reading comprehension
  
• Multi-hop reasoning
  
• Fact verification & truthfulness

Dialogue Systems, Conversational AI & Agentic NLP

• Task‑oriented dialogue
  
• Open‑domain conversation
  
• LLM‑based agents & tool‑use
  
• Multi‑agent communication
  
• Human–AI collaboration

Semantics, Discourse, Pragmatics & Text Generation

• Semantic parsing & structured meaning
  
• Discourse modeling & long‑context understanding
  
• Paraphrasing, entailment & generation
  
• Grounded semantics & world modeling
  
• Formal semantics & logical approaches

Speech, Multimodal & Embodied Language Processing

• End‑to‑end ASR/TTS
  
• Speech‑text models
  
• Vision‑language & audio‑language models
  
• Video‑language understanding
  
• Embodied agents & multimodal reasoning

Linguistic Resources, Corpora, Annotation & Evaluation

• Dataset creation & annotation
  
• Human‑subject studies & annotation psychology
  
• Evaluation of LLMs
  
• Benchmarking & reproducibility
  
• Robustness & adversarial testing

Computational Linguistics, Language Structure & Cognitive Modeling

• Morphology, phonology & syntax
  
• Cognitive modeling & psycholinguistics
  
• Human sentence processing
  
• Language acquisition & memory
  
• Mathematical linguistics

NLP for Humanities, Social Sciences & Cultural Analytics

• Computational social science
  
• Digital humanities
  
• Cultural and historical text analysis
  
• Social media analysis
  
• Political discourse & narrative modeling

Applied NLP, Education Technology & NLP for Social Good

• Healthcare, legal, financial, educational NLP
  
• Intelligent tutoring systems
  
• Automated essay scoring
  
• Crisis informatics
  
• Climate & environmental NLP
  
• Societal impact & policy implications

Efficiency, Optimization & Deployment of NLP Systems

• Model compression & distillation
  
• Efficient inference & hardware‑aware NLP
  
• Edge deployment
  
• Scalable training & serving
  
• Toolkits, infrastructure & open‑source ecosystems

Creativity, Narrative & Computational Arts

• Story generation
  
• Computational poetry
  
• Humor generation
  
• Co‑creative writing systems
  
• Creative multimodal generation

Theoretical Foundations & Analysis of NLP Models

• Theory of transformers & neural architectures
  
• Probing & interpretability
  
• Limits & capabilities of language models
  
• Formal models of computation for NLP

Paper Submission

Authors are invited to submit papers through the conference Submission System by January 24, 2026. Submissions must be original and should not have been published previously or be under consideration for publication while being evaluated for this conference. The proceedings of the conference will be published by Computer Science Conference Proceedings (H index 45) in Computer Science & Information Technology (CS & IT) series (Confirmed).

Selected papers from NATP 2026, after further revisions, will be published in the special issue of the following journals.

• International Journal of Web & Semantic Technology (IJWesT)- IS Indexed
  
• International Journal on Natural Language Computing (IJNLC)
  
• Information Technology in Industry (ITII)
  

Important Dates

Co - Located Event

• 12^th International Conference on Advances in Computer Science and Information Technology (ACSTY 2026)
  
• 12^th International Conference on Software Engineering (SOFE 2026)
  
• 12^th International Conference on Information Technology Convergence and Services (ITCSS 2026)
  
• 12^th International conference on Advanced Computing (ADCOM 2026)
  
• 7^th International Conference on Cloud Computing and IoT (CCCIoT 2026)
  
• 7^th International Conference on Artificial Intelligence and Big Data (AIBD 2026)
  
• 7^th International Conference on Signal Processing, VLSI Design & Communication Systems (SVC 2026)
  
• 7^th International Conference on Machine Learning and Soft Computing (MLSC 2026)
  
• 7^th International Conference on Big Data and Blockchain (BDAB 2026)
  

***** The invited talk proposals can be submitted to natp@acsty2026.org