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Search papers on equipment connectivity, quality inspection, production analysis, and manufacturing work.
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T02. Recursive language models and long-context handling
Research on reading documents that do not fit in one context window.
Show this topic only- T02-1Structural parallelSince 2025
Recursive Language Models
T07. Structured output, schema validation, and document understanding
Research on forcing machine-checkable output and reading business documents.
Show this topic only- T07-10Structural parallelSince 2025
XGrammar: Flexible and Efficient Structured Generation Engine for Large Language Models
T08. OCR, vision-language models, and industrial display reading
Research on reading meters, indicators, and shop-floor displays from images.
Show this topic only- T08-2Structural parallelSince 2025
DialBench: Towards Accurate Reading Recognition of Pointer Meter using Large Foundation Models
T12. Video understanding and evidence selection with vision-language models
Research on explaining what a camera saw and pointing back to the evidence frame.
Show this topic only- T12-2Structural parallelSince 2025
Adaptive Keyframe Sampling for Long Video Understanding
- T12-1Structural parallelSince 2025
Frame-Voyager: Learning to Query Frames for Video Large Language Models
T14. Industrial protocol translation, code generation, and program synthesis
Research on generating and checking the code that talks to plant equipment.
Show this topic only- T14-5Structural parallelSince 2025
Training LLMs for Generating IEC 61131-3 Structured Text with Online Feedback
T15. OPC UA, Asset Administration Shell, MQTT, and manufacturing interoperability
Specifications and research for describing equipment and moving its data.
Show this topic only- T15-2.10Structural parallelSince 2025
ESP32-Based Sparkplug B Gateway Framework for Brownfield PLC Integration into an IIoT Unified Namespace: A Data Foundation for Intelligent Industrial Systems
T16. Manufacturing knowledge graphs and semantic layers
Research on giving plant data a shared meaning across systems.
Show this topic only- T16-6Structural parallelSince 2025
Knowledge Graphs as the Missing Data Layer for LLM-Based Industrial Asset Operations
T17. Natural language to SQL and grounded report generation
Research on turning a question into a checked query and a sourced report.
Show this topic only- T17-9Structural parallelSince 2025
MAC-SQL: A Multi-Agent Collaborative Framework for Text-to-SQL
T18. AI quality management, model monitoring, and audit trails
Research and standards for keeping a deployed model accountable over time.
Show this topic only- T18-12Structural parallelSince 2025
Provenance Tracking in Large-Scale Machine Learning Systems
From research to product use
Operating capabilities, pilots, and technologies in development are identified separately.
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