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Search papers on equipment connectivity, quality inspection, production analysis, and manufacturing work.
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T01. LLM agent orchestration and harness design
External research on how multiple language-model agents are planned, routed, and evaluated.
Show this topic only- T01-13Similar problemSince 2025
Why Do Multi-Agent LLM Systems Fail?
- T01-14Candidate approachSince 2025
Multi-Agent Collaboration via Evolving Orchestration
- T01-19Similar problemSince 2025
tau^2-Bench: Evaluating Conversational Agents in a Dual-Control Environment
- T01-12Similar problemSince 2025
tau-bench: A Benchmark for Tool-Agent-User Interaction in Real-World Domains
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
T03. Tool use, function calling, and the Model Context Protocol
External research and specifications for letting a model call outside tools.
Show this topic only- T03-13Similar problemSince 2025
Model Context Protocol (MCP): Landscape, Security Threats, and Future Research Directions
- T03-12Similar problemSince 2025
The Berkeley Function Calling Leaderboard (BFCL): From Tool Use to Agentic Evaluation of Large Language Models
- T03-9Similar problemSince 2025
Tool Learning with Foundation Models
T05. Human review and approval workflows
Human-in-the-loop and approval research, including automation-induced complacency.
Show this topic only- T05-22Candidate approachSince 2025
What You Approve Is What Executes: Consent Integrity for Black-Box LLM Agents
- T05-23Candidate approachSince 2025
Oversight Has a Capacity: Calibrating Agent Guards to a Subjective, Fatiguing Human
- T05-21Similar problemSince 2025
Human-In-the-Loop Software Development Agents (HULA)
T06. RAG, knowledge graphs, ontologies, and provenance
Retrieval-augmented generation and structured knowledge with traceable sources.
Show this topic only- T06-14Similar problemSince 2025
Enhancing retrieval-augmented generation for interoperable industrial knowledge representation and inference toward cognitive digital twins
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
- T07-11Similar problemSince 2025
JSONSchemaBench: A Rigorous Benchmark of Structured Outputs for 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- T08-1Similar problemSince 2025
Do Vision-Language Models Measure Up? Benchmarking Visual Measurement Reading with MeasureBench
- T08-2Structural parallelSince 2025
DialBench: Towards Accurate Reading Recognition of Pointer Meter using Large Foundation Models
- T08-14Candidate approachSince 2025
Qwen2.5-VL Technical Report
T11. Object detection, multi-object tracking, and video understanding
Detection and tracking backbones behind camera-based safety and inspection work.
Show this topic only- T11-6.3Candidate approachSince 2025
SAM 2: Segment Anything in Images and Videos
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
- T12-13Similar problemSince 2025
Video-MME: The First-Ever Comprehensive Evaluation Benchmark of Multi-modal LLMs in Video Analysis
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- T16-8Candidate approachSince 2025
Intent-Driven Smart Manufacturing Integrating Knowledge Graphs and Large Language Models
- T16-6Structural parallelSince 2025
Knowledge Graphs as the Missing Data Layer for LLM-Based Industrial Asset Operations
- T16-7Similar problemSince 2025
Fault Cause Identification across Manufacturing Lines through Ontology-Guided and Process-Aware FMEA Graph Learning with LLMs
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- T17-5Similar problemSince 2025
Spider 2.0: Evaluating Language Models on Real-World Enterprise Text-to-SQL Workflows
- 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
- T18-11Candidate approachSince 2025
Time to Retrain? Detecting Concept Drifts in Machine Learning Systems
From research to product use
Operating capabilities, pilots, and technologies in development are identified separately.
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