Intelligent Manufacturing Support: Specialized LLMs for Composite Material Processing and Equipment Operation | Paper Citation Record

Observation 4c77d752-efd9-4a64-8cc5-d6b64769bd51 · outbound

This paper cites Scaling Laws for Neural Language Models.

Intelligent Manufacturing Support: Specialized LLMs for Composite Material Processing and Equipment Operation Scaling Laws for Neural Language Models

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This paper cites Using DeepSpeed and Megatron to train Megatron- Turing NLG 530B, the world’s largest and most powerful generative language model,.

Intelligent Manufacturing Support: Specialized LLMs for Composite Material Processing and Equipment Operation Using DeepSpeed and Megatron to train Megatron- Turing NLG 530B, the world’s largest and most powerful generative language model,

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This paper cites A., 2023, https://mistral.ai/news/announcing-mistral-7b/.

Intelligent Manufacturing Support: Specialized LLMs for Composite Material Processing and Equipment Operation A., 2023, https://mistral.ai/news/announcing-mistral-7b/

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Intelligent Manufacturing Support: Specialized LLMs for Composite Material Processing and Equipment Operation Unresolved cited work

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This paper cites Creativity Support in the Age of Large Language Models: An Empirical Study Involving Emerging Writers.

Intelligent Manufacturing Support: Specialized LLMs for Composite Material Processing and Equipment Operation Creativity Support in the Age of Large Language Models: An Empirical Study Involving Emerging Writers

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This paper cites Ai. llude: Investigating Rewriting AI- Generated Text to Support Creative Expression,.

Intelligent Manufacturing Support: Specialized LLMs for Composite Material Processing and Equipment Operation Ai. llude: Investigating Rewriting AI- Generated Text to Support Creative Expression,

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This paper cites MIMOSA: Human-AI Co-Creation of Computational Spatial Audio Effects on Videos,.

Intelligent Manufacturing Support: Specialized LLMs for Composite Material Processing and Equipment Operation MIMOSA: Human-AI Co-Creation of Computational Spatial Audio Effects on Videos,

Reference 7

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This paper cites Using Incongruous Gen- res to Explore Music Making with AI Generated Content,.

Intelligent Manufacturing Support: Specialized LLMs for Composite Material Processing and Equipment Operation Using Incongruous Gen- res to Explore Music Making with AI Generated Content,

Reference 8

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This paper cites AI-Yo: Embedding Psychoso- cial Aspects In the Fashion Stylist Chatbot Design,.

Intelligent Manufacturing Support: Specialized LLMs for Composite Material Processing and Equipment Operation AI-Yo: Embedding Psychoso- cial Aspects In the Fashion Stylist Chatbot Design,

Reference 9

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This paper cites 14 examples of how LLMs can transform materials science and chemistry: a reflection on a large language model hackathon,.

Intelligent Manufacturing Support: Specialized LLMs for Composite Material Processing and Equipment Operation 14 examples of how LLMs can transform materials science and chemistry: a reflection on a large language model hackathon,

Reference 10

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This paper cites Tree of thoughts: Deliberate problem solving with large language models,.

Intelligent Manufacturing Support: Specialized LLMs for Composite Material Processing and Equipment Operation Tree of thoughts: Deliberate problem solving with large language models,

Reference 11

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This paper cites ROUGE: A Package for Automatic Evaluation of Summaries,.

Intelligent Manufacturing Support: Specialized LLMs for Composite Material Processing and Equipment Operation ROUGE: A Package for Automatic Evaluation of Summaries,

Reference 12

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This paper cites BERTScore: Evaluating Text Generation with BERT.

Intelligent Manufacturing Support: Specialized LLMs for Composite Material Processing and Equipment Operation BERTScore: Evaluating Text Generation with BERT

Reference 13

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Observation 4d516fd2-4542-4f1a-bad3-81d7cc022d9f · outbound

This paper cites Deep learning model to predict complex stress and strain fields in hierarchical composites,.

Intelligent Manufacturing Support: Specialized LLMs for Composite Material Processing and Equipment Operation Deep learning model to predict complex stress and strain fields in hierarchical composites,

Reference 14

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Observation 66d16879-80c8-4bf8-b5e4-406220a91304 · outbound

This paper cites Large language model based agent for process planning of fiber composite structures,.

Intelligent Manufacturing Support: Specialized LLMs for Composite Material Processing and Equipment Operation Large language model based agent for process planning of fiber composite structures,

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This paper cites MatSciBERT: A materials domain language model for text mining and information extraction,.

Intelligent Manufacturing Support: Specialized LLMs for Composite Material Processing and Equipment Operation MatSciBERT: A materials domain language model for text mining and information extraction,

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This paper cites A Unified Industrial Large Knowledge Model Frame- work in Industry 4.0 and Smart Manufacturing,.

Intelligent Manufacturing Support: Specialized LLMs for Composite Material Processing and Equipment Operation A Unified Industrial Large Knowledge Model Frame- work in Industry 4.0 and Smart Manufacturing,

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This paper cites Retrieval-Augmented Generation for Large Language Models: A Survey.

Intelligent Manufacturing Support: Specialized LLMs for Composite Material Processing and Equipment Operation Retrieval-Augmented Generation for Large Language Models: A Survey

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Observation 9c48d890-7c3d-48ec-89eb-da85bdb6c249 · outbound

This paper cites Large Language Models: A Survey.

Intelligent Manufacturing Support: Specialized LLMs for Composite Material Processing and Equipment Operation Large Language Models: A Survey

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This paper cites Improv- ing language understanding by generative pre-training,.

Intelligent Manufacturing Support: Specialized LLMs for Composite Material Processing and Equipment Operation Improv- ing language understanding by generative pre-training,

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This paper cites Semi-supervised learning: A brief review,.

Intelligent Manufacturing Support: Specialized LLMs for Composite Material Processing and Equipment Operation Semi-supervised learning: A brief review,

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This paper cites Language Models are Few-Shot Learners,.

Intelligent Manufacturing Support: Specialized LLMs for Composite Material Processing and Equipment Operation Language Models are Few-Shot Learners,

Reference 23

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This paper cites A novel model for rela- tion prediction in knowledge graphs exploiting semantic and structural feature integration,.

Intelligent Manufacturing Support: Specialized LLMs for Composite Material Processing and Equipment Operation A novel model for rela- tion prediction in knowledge graphs exploiting semantic and structural feature integration,

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This paper cites Transfer Learning in Natural Language Processing,.

Intelligent Manufacturing Support: Specialized LLMs for Composite Material Processing and Equipment Operation Transfer Learning in Natural Language Processing,

Reference 25

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Intelligent Manufacturing Support: Specialized LLMs for Composite Material Processing and Equipment Operation Unresolved cited work

Reference 26

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This paper cites GPT-4 is OpenAI’s most advanced system, producing safer and more useful responses,.

Intelligent Manufacturing Support: Specialized LLMs for Composite Material Processing and Equipment Operation GPT-4 is OpenAI’s most advanced system, producing safer and more useful responses,

Reference 27

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This paper cites I want to learn about polymer composite manufacturing.

Intelligent Manufacturing Support: Specialized LLMs for Composite Material Processing and Equipment Operation I want to learn about polymer composite manufacturing

Reference 28

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This paper cites When combined, they produce a material with characteristics different from the individual components.

Intelligent Manufacturing Support: Specialized LLMs for Composite Material Processing and Equipment Operation When combined, they produce a material with characteristics different from the individual components

Reference 29

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This paper cites Introduction to Composite Materials.

Intelligent Manufacturing Support: Specialized LLMs for Composite Material Processing and Equipment Operation Introduction to Composite Materials

Reference 30

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This paper cites • Filament Winding: Continuous filaments are wound under tension over a rotating mandrel.

Intelligent Manufacturing Support: Specialized LLMs for Composite Material Processing and Equipment Operation • Filament Winding: Continuous filaments are wound under tension over a rotating mandrel

Reference 31

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This paper cites • Community Colleges/Universities: Enroll in courses related to composite materials and manufacturing.

Intelligent Manufacturing Support: Specialized LLMs for Composite Material Processing and Equipment Operation • Community Colleges/Universities: Enroll in courses related to composite materials and manufacturing

Reference 32

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This paper cites • SAMPE (Society for the Advancement of Material and Process Engineering): Provides conferences, technical papers, and industry standards.

Intelligent Manufacturing Support: Specialized LLMs for Composite Material Processing and Equipment Operation • SAMPE (Society for the Advancement of Material and Process Engineering): Provides conferences, technical papers, and industry standards

Reference 33

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This paper cites Composites Science and Technology.

Intelligent Manufacturing Support: Specialized LLMs for Composite Material Processing and Equipment Operation Composites Science and Technology

Reference 34

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Intelligent Manufacturing Support: Specialized LLMs for Composite Material Processing and Equipment Operation • Participate in forums like CompositesWorld or The Composites Forum to ask questions and share knowledge

Reference 35

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Intelligent Manufacturing Support: Specialized LLMs for Composite Material Processing and Equipment Operation Consider building simple composite structures or repairing composite items

Reference 36

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This paper cites Common types include fiberglass-reinforced plastics (FRPs) and carbon fiber- reinforced polymers (CFRPs).

Intelligent Manufacturing Support: Specialized LLMs for Composite Material Processing and Equipment Operation Common types include fiberglass-reinforced plastics (FRPs) and carbon fiber- reinforced polymers (CFRPs)

Reference 37

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This paper cites • Injection Molding: Involves injecting molten composite material into a mold to form parts.

Intelligent Manufacturing Support: Specialized LLMs for Composite Material Processing and Equipment Operation • Injection Molding: Involves injecting molten composite material into a mold to form parts

Reference 38

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This paper cites Understanding the applications can help you identify where your machining skills might be particularly valuable.

Intelligent Manufacturing Support: Specialized LLMs for Composite Material Processing and Equipment Operation Understanding the applications can help you identify where your machining skills might be particularly valuable

Reference 39

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This paper cites It provides access to ORNL's experienced staff an d unique equipment, facilitating rapid development and adoption of new manufacturing processes.

Intelligent Manufacturing Support: Specialized LLMs for Composite Material Processing and Equipment Operation It provides access to ORNL's experienced staff an d unique equipment, facilitating rapid development and adoption of new manufacturing processes

Reference 40

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This paper cites Here are a few key contacts at ORNL who specialize in polymer composites: Dr.

Intelligent Manufacturing Support: Specialized LLMs for Composite Material Processing and Equipment Operation Here are a few key contacts at ORNL who specialize in polymer composites: Dr

Reference 41

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Reference 42

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This paper cites • Design Flexibility: 3D printing allows for complex and customized designs that are difficult to achieve with traditional construction methods.

Intelligent Manufacturing Support: Specialized LLMs for Composite Material Processing and Equipment Operation • Design Flexibility: 3D printing allows for complex and customized designs that are difficult to achieve with traditional construction methods

Reference 43

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This paper cites • Decorative Elements: Complex architectural details and decorative elements can be easily printed with polymer composites.

Intelligent Manufacturing Support: Specialized LLMs for Composite Material Processing and Equipment Operation • Decorative Elements: Complex architectural details and decorative elements can be easily printed with polymer composites

Reference 44

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Intelligent Manufacturing Support: Specialized LLMs for Composite Material Processing and Equipment Operation This method is suitable for constructing entire sections of buildings

Reference 45

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Intelligent Manufacturing Support: Specialized LLMs for Composite Material Processing and Equipment Operation This includes creating structural components and entire sections of buildings

Reference 46

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Intelligent Manufacturing Support: Specialized LLMs for Composite Material Processing and Equipment Operation Unresolved cited work

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Intelligent Manufacturing Support: Specialized LLMs for Composite Material Processing and Equipment Operation Unresolved cited work

Reference 48

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This paper cites For construction, large -scale FDM and Concrete Printing are most relevant.

Intelligent Manufacturing Support: Specialized LLMs for Composite Material Processing and Equipment Operation For construction, large -scale FDM and Concrete Printing are most relevant

Reference 49

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Intelligent Manufacturing Support: Specialized LLMs for Composite Material Processing and Equipment Operation • Lightweight: Reduced weight compared to traditional materials, which can lower transportation and handling costs

Reference 50

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Intelligent Manufacturing Support: Specialized LLMs for Composite Material Processing and Equipment Operation • Concrete Printing: This involves extruding a composite material made of cementitious components combined with polymers to enhance properties

Reference 51

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Intelligent Manufacturing Support: Specialized LLMs for Composite Material Processing and Equipment Operation • Apis Cor: Known for their 3D printed houses using a mobile printer

Reference 52

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Intelligent Manufacturing Support: Specialized LLMs for Composite Material Processing and Equipment Operation • Fiber-Reinforced Polymers (FRPs): Used to enhance the mechanical properties of the printed structures

Reference 53

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This paper cites Additive Manufacturing: Materials, Processes, Quantifications and Applications.

Intelligent Manufacturing Support: Specialized LLMs for Composite Material Processing and Equipment Operation Additive Manufacturing: Materials, Processes, Quantifications and Applications

Reference 54

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Intelligent Manufacturing Support: Specialized LLMs for Composite Material Processing and Equipment Operation Unresolved cited work

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This paper cites Ensure the design includes dimensions and features like slots for the card and attachment points for lanyards or clips.

Intelligent Manufacturing Support: Specialized LLMs for Composite Material Processing and Equipment Operation Ensure the design includes dimensions and features like slots for the card and attachment points for lanyards or clips

Reference 56

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This paper cites • Reinforcement Fibers: Choose from glass fiber, carbon fiber, or Kevlar.

Intelligent Manufacturing Support: Specialized LLMs for Composite Material Processing and Equipment Operation • Reinforcement Fibers: Choose from glass fiber, carbon fiber, or Kevlar

Reference 57

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This paper cites • Mold Design: Ensure the mold has the correct dimensions and includes any features you designed in the CAD model.

Intelligent Manufacturing Support: Specialized LLMs for Composite Material Processing and Equipment Operation • Mold Design: Ensure the mold has the correct dimensions and includes any features you designed in the CAD model

Reference 58

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This paper cites • Steps: • 1.

Intelligent Manufacturing Support: Specialized LLMs for Composite Material Processing and Equipment Operation • Steps: • 1

Reference 59

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Unavailable: canonical work link unavailable.

Observation b417cdc1-ae15-49e4-b2ee-0aca8d051886 · outbound

This paper cites • Heat Curing: For faster curing, use an oven or heat lamps as specified by the resin manufacturer.

Intelligent Manufacturing Support: Specialized LLMs for Composite Material Processing and Equipment Operation • Heat Curing: For faster curing, use an oven or heat lamps as specified by the resin manufacturer

Reference 60

Resolution: unresolved; no resolver link, observed 2026-08-04T23:14:19.810630Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 842d82a3-f112-4521-affa-15f23de72e2b · outbound

This paper cites • Sanding: Sand the edges to achieve a smooth finish.

Intelligent Manufacturing Support: Specialized LLMs for Composite Material Processing and Equipment Operation • Sanding: Sand the edges to achieve a smooth finish

Reference 61

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T23:14:41.348036Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 9d006a44-0f01-46aa-8588-15292d677ded · outbound

This paper cites • Testing: Ensure the ID card fits correctly and the holder functions as intended.

Intelligent Manufacturing Support: Specialized LLMs for Composite Material Processing and Equipment Operation • Testing: Ensure the ID card fits correctly and the holder functions as intended

Reference 62

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T23:14:41.332148Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation b01f8ce3-8a16-4036-b31f-f695b42d84c7 · outbound

This paper cites Composite Materials: Fabrication Handbook.

Intelligent Manufacturing Support: Specialized LLMs for Composite Material Processing and Equipment Operation Composite Materials: Fabrication Handbook

Reference 63

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T23:14:41.317301Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 250f6be2-1009-4929-832c-bf589df2f95e · outbound

This paper cites Common materials include: • Fiberglass Reinforced Plastic (FRP): Offers good strength and durability.

Intelligent Manufacturing Support: Specialized LLMs for Composite Material Processing and Equipment Operation Common materials include: • Fiberglass Reinforced Plastic (FRP): Offers good strength and durability

Reference 64

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T23:14:41.300372Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 073df4f9-6535-43b3-9582-2b5eb116037c · outbound

This paper cites Ensure that the design includes the necessary dimensions and features, such as slots for the card and attachment points for lanyards or clips.

Intelligent Manufacturing Support: Specialized LLMs for Composite Material Processing and Equipment Operation Ensure that the design includes the necessary dimensions and features, such as slots for the card and attachment points for lanyards or clips

Reference 65

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T23:14:41.285480Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 7be5f789-3806-4baa-84ab-b9fd0b313629 · outbound

This paper cites This can be made from metal, silicone, or even 3D -printed plastic, depending on the chosen manufacturing process.

Intelligent Manufacturing Support: Specialized LLMs for Composite Material Processing and Equipment Operation This can be made from metal, silicone, or even 3D -printed plastic, depending on the chosen manufacturing process

Reference 66

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T23:14:41.270307Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation bf6ce73b-550b-4b68-9192-194226cc020c · outbound

This paper cites an unresolved cited work.

Intelligent Manufacturing Support: Specialized LLMs for Composite Material Processing and Equipment Operation Unresolved cited work

Reference 67

Resolution: unresolved; raw_fallback, observed 2026-08-04T23:14:41.254508Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation a0238c5c-2e5a-422b-ad50-3e45cdaef5c6 · outbound

This paper cites an unresolved cited work.

Intelligent Manufacturing Support: Specialized LLMs for Composite Material Processing and Equipment Operation Unresolved cited work

Reference 68

Resolution: unresolved; raw_fallback, observed 2026-08-04T23:14:41.240182Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation e063b0c4-fdd0-49ef-b55e-4c1aef6eb33c · outbound

This paper cites an unresolved cited work.

Intelligent Manufacturing Support: Specialized LLMs for Composite Material Processing and Equipment Operation Unresolved cited work

Reference 69

Resolution: unresolved; raw_fallback, observed 2026-08-04T23:14:41.224904Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 48cb2266-8ff9-4cbe-900f-ea9631a1631f · outbound

This paper cites an unresolved cited work.

Intelligent Manufacturing Support: Specialized LLMs for Composite Material Processing and Equipment Operation Unresolved cited work

Reference 70

Resolution: unresolved; raw_fallback, observed 2026-08-04T23:14:41.210223Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation e8d1fc81-daff-4924-b7a8-2e5a732acd7d · outbound

This paper cites Compression Molding.

Intelligent Manufacturing Support: Specialized LLMs for Composite Material Processing and Equipment Operation Compression Molding

Reference 71

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T23:14:41.191797Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 822d78fa-876b-4f8e-9974-28fc9b074f75 · outbound

This paper cites an unresolved cited work.

Intelligent Manufacturing Support: Specialized LLMs for Composite Material Processing and Equipment Operation Unresolved cited work

Reference 72

Resolution: unresolved; raw_fallback, observed 2026-08-04T23:14:41.176333Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation c23e2a1c-c150-44a2-9af5-f02a73068e8f · outbound

This paper cites an unresolved cited work.

Intelligent Manufacturing Support: Specialized LLMs for Composite Material Processing and Equipment Operation Unresolved cited work

Reference 73

Resolution: unresolved; raw_fallback, observed 2026-08-04T23:14:41.161520Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 3f96751c-849e-45a6-9abc-4262b8e2c15c · outbound

This paper cites an unresolved cited work.

Intelligent Manufacturing Support: Specialized LLMs for Composite Material Processing and Equipment Operation Unresolved cited work

Reference 74

Resolution: unresolved; raw_fallback, observed 2026-08-04T23:14:41.146498Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation c77fae6e-f585-4089-8be5-974872dbd242 · outbound

This paper cites 3D Printing.

Intelligent Manufacturing Support: Specialized LLMs for Composite Material Processing and Equipment Operation 3D Printing

Reference 75

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T23:14:41.130321Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 69ae19a6-4c3a-49dc-9f49-9e96c22daf9a · outbound

This paper cites an unresolved cited work.

Intelligent Manufacturing Support: Specialized LLMs for Composite Material Processing and Equipment Operation Unresolved cited work

Reference 76

Resolution: unresolved; raw_fallback, observed 2026-08-04T23:14:41.115662Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 84dcb0f8-8597-422f-bf35-547d971f31dc · outbound

This paper cites an unresolved cited work.

Intelligent Manufacturing Support: Specialized LLMs for Composite Material Processing and Equipment Operation Unresolved cited work

Reference 77

Resolution: unresolved; raw_fallback, observed 2026-08-04T23:14:41.100199Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation c1d86a00-f318-494e-b473-453b0d08878d · outbound

This paper cites an unresolved cited work.

Intelligent Manufacturing Support: Specialized LLMs for Composite Material Processing and Equipment Operation Unresolved cited work

Reference 78

Resolution: unresolved; raw_fallback, observed 2026-08-04T23:14:41.083002Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation c600c880-3804-40ad-af75-a1a7f8d6e8dc · outbound

This paper cites an unresolved cited work.

Intelligent Manufacturing Support: Specialized LLMs for Composite Material Processing and Equipment Operation Unresolved cited work

Reference 79

Resolution: unresolved; raw_fallback, observed 2026-08-04T23:14:41.067449Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation bafa88e8-8812-4055-ae60-52c2428a3173 · outbound

This paper cites • Sanding: Smooth out rough edges and surfaces.

Intelligent Manufacturing Support: Specialized LLMs for Composite Material Processing and Equipment Operation • Sanding: Smooth out rough edges and surfaces

Reference 80

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T23:14:41.052247Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 1df766e7-6779-4100-a23f-37fcea696ce2 · outbound

This paper cites Ensure that all dimensions are accurate and that the ID card fits properly.

Intelligent Manufacturing Support: Specialized LLMs for Composite Material Processing and Equipment Operation Ensure that all dimensions are accurate and that the ID card fits properly

Reference 81

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T23:14:41.036564Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 134ed4ba-8684-486c-975b-0637d273022c · outbound

This paper cites Common materials include: • Carbon Fiber Reinforced Polymer (CFRP): Offers high strength- to-weight ratio and excellent rigidity.

Intelligent Manufacturing Support: Specialized LLMs for Composite Material Processing and Equipment Operation Common materials include: • Carbon Fiber Reinforced Polymer (CFRP): Offers high strength- to-weight ratio and excellent rigidity

Reference 82

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T23:14:41.022064Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 13a3a8f1-5053-4e38-9061-a903941e58a9 · outbound

This paper cites The design should include: • The mirror housing • The mounting bracket • The reflective surface and its attachment mechanism.

Intelligent Manufacturing Support: Specialized LLMs for Composite Material Processing and Equipment Operation The design should include: • The mirror housing • The mounting bracket • The reflective surface and its attachment mechanism

Reference 83

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T23:14:41.006967Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation ab461b78-5500-44f6-a231-9ec0412ec85b · outbound

This paper cites an unresolved cited work.

Intelligent Manufacturing Support: Specialized LLMs for Composite Material Processing and Equipment Operation Unresolved cited work

Reference 84

Resolution: unresolved; raw_fallback, observed 2026-08-04T23:14:40.990673Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 65cc98a0-e39c-40ab-b145-5c3a8b6478cc · outbound

This paper cites • Melt the Composite Material: Use an injection molding machine to melt the thermoplastic composite.

Intelligent Manufacturing Support: Specialized LLMs for Composite Material Processing and Equipment Operation • Melt the Composite Material: Use an injection molding machine to melt the thermoplastic composite

Reference 85

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T23:14:40.974630Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation c4711141-7aef-4168-b522-16b332492ef6 · outbound

This paper cites • Place the Composite Material: Place the pre- measured composite material into the mold cavity.' • Close the Mold: Apply heat and pressure to shape the material.

Intelligent Manufacturing Support: Specialized LLMs for Composite Material Processing and Equipment Operation • Place the Composite Material: Place the pre- measured composite material into the mold cavity.' • Close the Mold: Apply heat and pressure to shape the material

Reference 86

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T23:14:40.958677Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 76731393-1dcb-4446-a968-32593262a550 · outbound

This paper cites • Lay the Fibers: Place carbon or glass fibers in the mold.

Intelligent Manufacturing Support: Specialized LLMs for Composite Material Processing and Equipment Operation • Lay the Fibers: Place carbon or glass fibers in the mold

Reference 87

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T23:14:40.942569Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation fdb24c4b-c6f7-4206-be62-3f1530643a78 · outbound

This paper cites • Set Up the Printer: Load the composite filament (e.g., carbon fiber -reinforced thermoplastic) into the 3D printer.

Intelligent Manufacturing Support: Specialized LLMs for Composite Material Processing and Equipment Operation • Set Up the Printer: Load the composite filament (e.g., carbon fiber -reinforced thermoplastic) into the 3D printer

Reference 88

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T23:14:40.826160Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation ea66feae-a3d8-433b-947b-539e31603f60 · outbound

This paper cites • Install the Mounting Bracket: Attach the bracket to the mirror housing.

Intelligent Manufacturing Support: Specialized LLMs for Composite Material Processing and Equipment Operation • Install the Mounting Bracket: Attach the bracket to the mirror housing

Reference 89

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T23:14:40.809072Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 29af311e-86e3-4c7d-8dbc-b2e60a9cacb3 · outbound

This paper cites Expert Contacts For further assistance and detailed technical guidance, consider reaching out to the following experts: Dr.

Intelligent Manufacturing Support: Specialized LLMs for Composite Material Processing and Equipment Operation Expert Contacts For further assistance and detailed technical guidance, consider reaching out to the following experts: Dr

Reference 90

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T23:14:40.793082Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 74feaeb1-934b-44e7-8e55-d6f0cc289659 · outbound

This paper cites Ensure the design accommodates the mirror glass, mounting points, and any electronic components (e.g., turn signal lights, heating elements).

Intelligent Manufacturing Support: Specialized LLMs for Composite Material Processing and Equipment Operation Ensure the design accommodates the mirror glass, mounting points, and any electronic components (e.g., turn signal lights, heating elements)

Reference 91

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T23:14:40.775267Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation d6d8f7e9-75a0-4510-a05c-2426b409a430 · outbound

This paper cites • Reinforcement Fibers: Carbon fiber is preferred for automotive applications due to its high strength- to-weight ratio and stiffness.

Intelligent Manufacturing Support: Specialized LLMs for Composite Material Processing and Equipment Operation • Reinforcement Fibers: Carbon fiber is preferred for automotive applications due to its high strength- to-weight ratio and stiffness

Reference 92

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T23:14:40.759990Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation cf500fe6-e3bc-46f5-a2e6-82469be32792 · outbound

This paper cites The mold can be split into two halves to facilitate easy removal of the finished part.

Intelligent Manufacturing Support: Specialized LLMs for Composite Material Processing and Equipment Operation The mold can be split into two halves to facilitate easy removal of the finished part

Reference 93

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T23:14:40.744281Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 8a0adc14-0e9a-4894-814c-c06dda11ac87 · outbound

This paper cites • Steps: • 1.

Intelligent Manufacturing Support: Specialized LLMs for Composite Material Processing and Equipment Operation • Steps: • 1

Reference 94

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T23:14:40.728184Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 839fcf88-e7f8-4cf9-8239-9660c60e4681 · outbound

This paper cites • Sanding: Sand the edges and surface to achieve a smooth finish.

Intelligent Manufacturing Support: Specialized LLMs for Composite Material Processing and Equipment Operation • Sanding: Sand the edges and surface to achieve a smooth finish

Reference 95

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T23:14:40.712299Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation df56c4d6-748d-481c-b148-71c68f2b7f60 · outbound

This paper cites Secure it with appropriate adhesives or mounting brackets.

Intelligent Manufacturing Support: Specialized LLMs for Composite Material Processing and Equipment Operation Secure it with appropriate adhesives or mounting brackets

Reference 96

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T23:14:40.695265Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 3e2f8bd2-a5c5-4498-9f59-44473adcba32 · outbound

This paper cites Easy Composites.

Intelligent Manufacturing Support: Specialized LLMs for Composite Material Processing and Equipment Operation Easy Composites

Reference 97

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T23:14:40.679274Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation bd17df28-3c25-47e1-8293-dd550d6b14bf · outbound

This paper cites an unresolved cited work.

Intelligent Manufacturing Support: Specialized LLMs for Composite Material Processing and Equipment Operation Unresolved cited work

Reference 98

Resolution: unresolved; raw_fallback, observed 2026-08-04T23:14:40.663324Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 9f16ab10-9b72-45d9-a858-dcdfb82d9a9d · outbound

This paper cites • High-Strength Steel (HSS): Provides high strength and durability.

Intelligent Manufacturing Support: Specialized LLMs for Composite Material Processing and Equipment Operation • High-Strength Steel (HSS): Provides high strength and durability

Reference 99

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T23:14:40.647408Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 729a5051-8e65-47db-b94f-9d6e191af7c0 · outbound

This paper cites an unresolved cited work.

Intelligent Manufacturing Support: Specialized LLMs for Composite Material Processing and Equipment Operation Unresolved cited work

Reference 100

Resolution: unresolved; raw_fallback, observed 2026-08-04T23:14:40.630912Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 8fe53f42-e65d-4496-a8f3-757a6e81d47e · outbound

This paper cites • Physical Prototyping: Fabricate a full -scale prototype of the frame.

Intelligent Manufacturing Support: Specialized LLMs for Composite Material Processing and Equipment Operation • Physical Prototyping: Fabricate a full -scale prototype of the frame

Reference 101

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T23:14:40.615658Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Coverage vector

Reference resolution

Outbound references

Pith citing papers