Domain-Specific Language

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Period ending 2026-09-14

2 new papers

A weekly snapshot of new work published in Domain-Specific Language.

Period ending 2026-09-07

3 new papers

A weekly snapshot of new work published in Domain-Specific Language.

124 papers

Latest in Domain-Specific Language

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  1. Rethinking Domain Specialization for Open-Ended Scientific Reasoning in Astronomy Language Models

    Sep 15, 2026Vanessa Lama, Sanjay Das, Emily Herron +5Domain-Specific Language

  2. Privacy-Preserving Split Learning for Federated LLM Fine-Tuning

    Sep 9, 2026Heng Jin, Chaoyu Zhang, Hexuan Yu +2Federated Fine-TuningLarge Language Model Fine-Tuning

  3. Same Problem, Different Field: Cross-Domain Solution Import via Domain-Stripped Computational Fingerprints

    Sep 7, 2026Eryk KulikowskiFingerprintDomain-Specific Language

  4. IRWOZ 2.0: A Large Language Model-driven Dialogue Dataset for Industrial Robot Conversations

    Sep 3, 2026Chen Li, Dimitrios ChrysostomouConversational DatasetsRobotic Datasets

  5. SpeakPay: Domain-Adaptive LoRA Fine-Tuning of Whisper for Low-Resource Nepali Financial Speech Recognition

    Sep 1, 2026Biraj SubediWhisper-Large-V3Domain-Specific Language

  6. Bridging Lexical Divergence: LLM-Assisted, Cost-Efficient, Zero-shot Scientific Entity Linking

    Aug 31, 2026Md Rasel Khondokar, Qiao Qiao, Farjana Sultana Samia +3Biomedical EntityScientific Discovery

  7. CPR for LLMs: Critical-Point Routing against Catastrophic Forgetting in Domain Adaptation

    Aug 31, 2026Kwangmin Ki, Yunhun Nam, Jongheon Jeong +1Large Language Model AdaptationSupervised Fine-Tuning

  8. Error Detection for PET/CT Radiology Reports: Domain-Specific vs Large Language Models

    Aug 30, 2026Hermione Warr, Harry Anthony, Lilli J Freischem +3Radiology Report GenerationPositron Emission Tomography

  9. ELMER: Evolutionary Language Model that Explores and Refines

    Aug 10, 2026Matthew Siper, Ahmed Khalifa, Julian TogeliusProtein Language ModelDomain-Specific Language

  10. CoRCi: Cross-Reconstruction of Coherent Interests Modeling in Cross-Domain Sequential Recommendation

    Aug 10, 2026Qingtian Bian, Tieying Li, Marcus de Carvalho +3Domain-Specific Language

  11. Janus: An Algorithm-Evaluator Co-Evolution Framework for LLM-Driven Discovery under Expensive Evaluation Budgets

    Aug 8, 2026Ximeng Liu, Qianlong Wang, Yingming Mao +6Llm-DrivenDomain-Specific Language

  12. Not All Problems Are Best Modeled as MILP: A DSL-Centric Framework for Flexible and Accurate Optimization Modeling

    Aug 7, 2026Shaofeng Zhang, Hongyuan Su, Qingwen Peng +4Mixed-Integer Linear ProgrammingDomain-Specific Language

  13. Learning Context-Free Grammars for Grammar-Constrained Decoding via Declarative Agentic Programming with Guarantees

    Aug 6, 2026Kevin Cheang, Geoff Hulette, Rahul Kumar +5Context-Free GrammarsDomain-Specific Language

  14. Improving Auto-Design of Neural PDE Solvers with a Domain-Specific Language

    Aug 5, 2026Shengxin Kong, Liwen Xu, Jingwen FuNeural Partial Differential Equation SolversEvolutionary Search

  15. Chat Debugging: An Exploratory Study of Human-AI Collaboration to Debug Analog Circuits

    Aug 3, 2026John Hu, Andrew AshPrecise DebuggingAnalog Circuits

  16. Does the Competitive Component of Adversarial Self-Play Improve Legal Reasoning? A Controlled Negative Result

    Aug 3, 2026Miseog Shawn KimSelf-PlayDecision-Aware Evaluation

  17. SCHEDBench: A Benchmark for Evaluating LLM Constraint Faithfulness in Natural-Language Combinatorial Scheduling

    Aug 2, 2026Shrenil Shaun Sharma, Avi SharmaSchedulingLarge Language Model Reliability

  18. COntExt: Towards Context-Aware Ontology Extension from Operational Metrics

    Jul 31, 2026Hussain Hussain, Stefan Schöberl, Angelika Schneider +1OntologyPerformance Metric

  19. LLMBDC: Language Model for Biological Domains Oriented Clustering of Gene Ontology

    Jul 30, 2026Ximing Ran, Jie Xu, Peng Jin +3BiologicalEnrichment

  20. Enhancing Generative Information Extraction with Two-step Validation: A Product Attribute Use Case

    Jul 29, 2026Yi-Sheng Hsu, Nermeen Abou Baker, Uwe HandmannInformation ExtractionExtraction

  21. Pramana: A Composable, Domain-Specific Backend for Empirical Networking Research

    Jul 28, 2026Jaber Daneshamooz, Eugene Vuong, Alagappan Ramanathan +11Data EngineDomain-Specific Language

  22. MemSFT: Mitigating Alignment Tax with an External Parametric Memory

    Jul 28, 2026Jiarui Wang, Xiang Shi, Jiaqi Cao +8Large Language Model MemoryLarge Language Model Adaptation

  23. RAG-TESTER: Automated End-to-End Testing of Retrieval-Augmented Large Language Models

    Jul 26, 2026Ange Maiztegi, Jon Ayerdi, Miren Illarramendi +1Retrieval-Augmented GenerationTest Generation

  24. Token-Region Guided Cross-Attention Fusion for Multimodal Affect Interpretation

    Jul 26, 2026Musa Tur Farazi, Nufayer Jahan RezaMemesMultimodal Emotion Recognition

  25. Multimodal Large Language Models for Remote Sensing Image Understanding: Domain-Specific or General-Purpose?

    Jul 22, 2026Qiwei Ma, Chunping Qiu, Xinjun Cheng +5Remote SensingLarge Multimodal Models

  26. Mark, Don't Erase: Token Inoculation for Dual-Use Knowledge in LLMs

    Jul 21, 2026Seunghyun Lee, Dongyoon Han, Sangdoo YunRefusalsData Poisoning

  27. Natural Language Access to Domain-Specific Metadata: A Reusable Framework for LLM Query Generation

    Jul 20, 2026Blake G. Fitch, Cato Elia KurtzSparqlMetadata

  28. Decode-Time Grammars: Constrained LLM Generation over a Refinement Order of Grammar Fragments

    Jul 20, 2026Shuoming Zhang, Ruiyuan Xu, Haofeng Li +7Context-Free GrammarsConstrained Decoding Strategies

  29. A Temporal Machine Learning-Based Time-to-Event Model for Predicting ALS Progression and Healthcare Utilization

    Jul 15, 2026Zongliang Yue, Qi Li, Terry Heiman-Patterson +3Amyotrophic Lateral SclerosisTime-To-Event Data

  30. Vertical Standardisation for High-Risk AI Systems under the EU AI Act: A Domain-Specific Framework for Algorithmic Hiring

    Jul 14, 2026Anna Gatzioura, Vrettos Moulos, Nina BaranowskaResponsible Artificial IntelligenceArtificial Intelligence Risk

  31. FAIR GraphRAG: A Retrieval-Augmented Generation Approach for Semantic Data Analysis

    Jul 13, 2026Marlena Flüh, Soo-Yon Kim, Carolin Victoria Schneider +1Graph-Based Retrieval Augmented GenerationBiomedical Knowledge Graph

  32. Automated Textbook Auditing with Multi-Agent LLM Systems

    Jul 13, 2026Ciprian Cristescu, Adrian-Marius Dumitran, Angela-Liliana Dumitran +1Algorithm AuditingLlm-As-A-Judge

  33. Domain-Aware Scaling Laws Uncover Data Synergy

    Jul 13, 2026Kimia Hamidieh, Lester Mackey, David Alvarez-MelisSynergyModel Pretraining

  34. DKCD: Domain Knowledge-Enhanced Causal Discovery from Unstructured Data

    Jul 10, 2026Xin Li, Jin Li, Shoujin Wang +2Causal DiscoveryCausal Graph

  35. Steering Neural Network Training through Interpretable Constraints Based on Partial Dependence

    Jul 9, 2026Yann Claes, Pierre Geurts, Vân Anh Huynh-ThuExplanationsMachine Learning

  36. COALA: Robust Contextualized Speech-augmented Language Modeling for ASR via Contrastive Regularizer and Biasing Score Estimation

    Jul 9, 2026Jhih-Rong Guo, Bi-Cheng Yan, Tien-Hong Lo +1Automatic Speech RecognitionDomain-Specific Language

  37. Nigeria Machinery: A Low-Resource Industrial Dataset with a Domain-Grounded Reasoning Layer

    Jul 8, 2026Gospel Bassey, Vincent FakiyesiTable Reasoning DatasetsDomain-Specific Language

  38. A Retrieval-Augmented Framework for Detecting and Resolving Pragmatic Ambiguities in Natural Language Requirements

    Jul 5, 2026Pavithra PM Nair, Preethu Rose AnishAmbiguityNatural Language

  39. Not All Refusals Are Equal: How Safety Alignment Fails Cybersecurity at Scale

    Jul 2, 2026Vadym Hadetskyi, Dario Pasquini, Artem SorokinSafety AlignmentCybersecurity

  40. Evaluating Time Series Foundation Models for Electricity Price Forecasting: Contamination Risk, Distributional Shifts, and Covariate Dependence

    Jul 2, 2026Zhenghua Pan, Ahmed Aziz EzzatEnergy ForecastingTime Series Foundation Models

  41. LAMP: Lean-based Agentic framework with MCP and Proof Repair

    Jun 27, 2026Santhana Srinivasan R, Maithilee PatawarTheoremCombinations

  42. COOPA: A Modular LLM Agent Architecture for Operations Research Problems

    Jun 25, 2026Chuanhao Li, Xiaoan Xu, Dirk Bergemann +3Mixed-Integer Linear ProgrammingLarge Language Model Agents

  43. Understanding Domain-Aware Distribution Alignment in Budgeted Entity Matching

    Jun 25, 2026Nicholas Pulsone, Gregory Goren, Roee ShragaDomain-Specific LanguageData Mining

  44. VeryTrace: Verifying Reasoning Traces through Compilable Formalism and Structured Verification

    Jun 23, 2026Ninghan Zhong, Ahmet Ege Tanriverdi, Kaan Kale +1Reasoning TracesTraces

  45. Graph-Enhanced Large Language Models for Spatial Search

    Jun 22, 2026Nicole R. Schneider, Kent O'Sullivan, Hanan SametSpatial ReasoningLLM Reasoning Methods

  46. Text Dictates, Music Decorates: Energy-based Attention for Editable Dance Motion Generation

    Jun 22, 2026Seong Jong Yoo, Siyuan Peng, Felix Gu +2Human Motion GenerationUnified Generative Framework

  47. Text2DSL: LLM-Based Code Generation for Domain-Specific Languages

    Jun 21, 2026Alexander V. Kozachok, Alexander M. Nazimov, Shamil G. MagomedovAI Code GenerationLarge Language Model Generation

  48. Context-Aware Distillation and Ablation for Text2DSL

    Jun 21, 2026Alexander V. Kozachok, Alexander M. Nazimov, Shamil G. MagomedovDomain-Specific LanguageDeepseek-R1

  49. Reinforcement learning to improve large language model-based automated code compliance systems

    Jun 21, 2026Jack Wei Lun Shi, Minghao Dang, Wawan Solihin +2Code QualityLarge Language

  50. TACO: Task-Aware Column Description Generation Using LLMs

    Jun 19, 2026Ting Cai, Rakesh R. Menon, Yiru Chen +8Text-To-SqlInformation Extraction

  51. Can LLMs Reason About Brand Ownership? An Empirical Study of Domain Attribution Intelligence

    Jun 18, 2026Fathima Mashood, Mohamed NabeelBrand PairsDomain-Specific Language

  52. TerraMARS: A Domain-Adapted Small-Language-Model Pipeline for Mars Terraforming Literature

    Jun 18, 2026Jyotsna Singh, Ash Black, Jeff Larsen +1MarsLarge Language Model Pipelines

  53. SEAGAN: domain-Specific and Edge-Aware Graph Attention Network for Dynamic Plant Processes

    Jun 17, 2026Antriksh Srivastava, Soumyashree KarMulti-View Gated Graph Attention NetworkGraph Neural Networks

  54. Ghost Vectors: Soft-Deleted Embeddings Remain Reconstructible in HNSW Vector Databases

    Jun 16, 2026Chandranil Chakraborttii, Jackeline García Alvarado, Sitora Abdulofizova +1Vector DatabaseHievi-Rag

  55. PreUnlearn: Auditing Collateral Knowledge Damage Before Large Language Model Unlearning

    Jun 16, 2026Bo Su, Ankit Shah, Thai LeLarge Language Model UnlearningUnlearning Aims

  56. A T-API-Compliant ReAct Agentic Loop for Optical Networks: Generic vs. Domain-Specific Tool Abstractions

    Jun 16, 2026Seyed Morteza Ahmadian, Paolo Monti, Carlos NatalinoAgentic LoopAgentic Reasoning

  57. MLLP-VRAIN UPV system for the IWSLT 2026 Simultaneous Speech Translation task

    Jun 15, 2026Jorge Iranzo-Sánchez, Gerard Mas-Mollà, Adrià Giménez +3Simultaneous Speech TranslationTranslation

  58. Specific Domain Ontology Construction Using Large Language Models

    Jun 14, 2026Vivian Magri Alcaldi Soares, Renata WassermannOntologyDomain-Specific Language

  59. XFlow: An Executable Protocol Programming System for Reliable Multi-Agent Workflows

    Jun 11, 2026Hanqi Li, Jing Peng, Zijian Wang +2Multi-Agent WorkflowsWorkflow Automation and Optimization

  60. System Report for CCL25-Eval Task 5: New Dataset and LoRA-Fine-Tuned Qwen2.5

    Jun 10, 2026Haotao XiePoetryMachine Translation Quality