Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T15:55:34.137684Z
Paper Citation Record · LEDGER
As of 7 August 2026, this Paper Citation Record lists 47 of 47 outbound references and 0 inbound Pith citation observations for arXiv:2507.22913.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T15:55:34.137684Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
47 of 47 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 249c59b4-c355-47cb-a689-60f2269b678a · outbound
A Hybrid Framework for Subject Analysis: Integrating Embedding-Based Regression Models with Large Language Models Cataloging and classification: an introduction
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation be242c38-e07e-477f-8986-2bb1d3252024 · outbound
A Hybrid Framework for Subject Analysis: Integrating Embedding-Based Regression Models with Large Language Models Machine learning in automated text categorization
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 47aa4b29-b73d-4c3c-bd21-8c9250890b7f · outbound
A Hybrid Framework for Subject Analysis: Integrating Embedding-Based Regression Models with Large Language Models Automated knowledge organisation: Ai/ml-based subject indexing system for libraries
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 8c85c8cc-14c9-4b46-9a2f-43dd4cd4b4a4 · outbound
A Hybrid Framework for Subject Analysis: Integrating Embedding-Based Regression Models with Large Language Models Automatically cataloging scholarly articles using library of congress subject headings
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation fda06d0a-5e7c-40b0-8a96-a2e720381817 · outbound
A Hybrid Framework for Subject Analysis: Integrating Embedding-Based Regression Models with Large Language Models Hierarchical multi-label classification networks
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 56f79e81-049d-4efd-ad72-08ab90db8e9c · outbound
A Hybrid Framework for Subject Analysis: Integrating Embedding-Based Regression Models with Large Language Models A review of methods for imbalanced multi-label classification
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 237c22a4-3528-4f0d-a404-a23bb4405b02 · outbound
A Hybrid Framework for Subject Analysis: Integrating Embedding-Based Regression Models with Large Language Models An experiment with the use of chatgpt for lcsh subject assignment on electronic theses and dissertations
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation ac3078db-6069-467b-86fb-73865a709924 · outbound
A Hybrid Framework for Subject Analysis: Integrating Embedding-Based Regression Models with Large Language Models Few-shot prompting for subject indexing of german medical book titles
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation ea24c4ad-0b50-4c9a-ae7e-04c5aa4f9e3a · outbound
A Hybrid Framework for Subject Analysis: Integrating Embedding-Based Regression Models with Large Language Models Chain-of-thought prompting elicits reasoning in large language models.Advances in neural information processing systems, 35:24824–24837, 2022
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bbdf484e-8040-48e4-b2d9-fd72c027c378 · outbound
A Hybrid Framework for Subject Analysis: Integrating Embedding-Based Regression Models with Large Language Models Fine-tuning large language models for scientific text classification: A comparative study
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 22489a57-d124-41ef-8ef2-d26faa2c2238 · outbound
A Hybrid Framework for Subject Analysis: Integrating Embedding-Based Regression Models with Large Language Models A performance model of the length and number of subject headings and index phrases
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 1077f57c-ce26-46d2-92af-3039d36c002e · outbound
A Hybrid Framework for Subject Analysis: Integrating Embedding-Based Regression Models with Large Language Models Artificial intelligence (ai) library services innovative conceptual framework for the digital transformation of university education
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 29c7f62b-7748-4bd4-843a-b82c17087c0f · outbound
A Hybrid Framework for Subject Analysis: Integrating Embedding-Based Regression Models with Large Language Models Defining artificial intelligence for librarians
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 805fc348-5910-41b5-a3d6-75d4a8d5ba4e · outbound
A Hybrid Framework for Subject Analysis: Integrating Embedding-Based Regression Models with Large Language Models A survey of knowledge-enhanced text generation
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation d805a568-e0d0-48fc-898f-ed2ff7c796df · outbound
A Hybrid Framework for Subject Analysis: Integrating Embedding-Based Regression Models with Large Language Models Machine learning and ontology-based novel semantic document indexing for information retrieval
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation f817be85-3dfa-46f7-b5f9-8cdcea9549ba · outbound
A Hybrid Framework for Subject Analysis: Integrating Embedding-Based Regression Models with Large Language Models Hdltex: Hierarchical deep learning for text classification
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation eaa01b24-89eb-4065-84a2-a4fcd8fee591 · outbound
A Hybrid Framework for Subject Analysis: Integrating Embedding-Based Regression Models with Large Language Models Large scale subject category classification of scholarly papers with deep attentive neural networks
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation c3169be7-6263-4d02-86df-d51395b53125 · outbound
A Hybrid Framework for Subject Analysis: Integrating Embedding-Based Regression Models with Large Language Models A survey of controllable text generation using transformer-based pre-trained language models
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation f900ddc3-37ad-4f13-8ae9-13798ce76e33 · outbound
A Hybrid Framework for Subject Analysis: Integrating Embedding-Based Regression Models with Large Language Models An integrated clustering and bert framework for improved topic modeling
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation c7f46727-c51e-4b34-bf10-db2ec79d6c27 · outbound
A Hybrid Framework for Subject Analysis: Integrating Embedding-Based Regression Models with Large Language Models A survey of multi-label classification based on supervised and semi-supervised learning
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 80fbf335-92ce-45c1-9dcb-624137c46fc4 · outbound
A Hybrid Framework for Subject Analysis: Integrating Embedding-Based Regression Models with Large Language Models Advancing automatic subject indexing: Combining weak supervision with extreme multi-label classification
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 97f8eb1c-1497-43ee-ab64-b868e5851e7f · outbound
A Hybrid Framework for Subject Analysis: Integrating Embedding-Based Regression Models with Large Language Models Artificial intelligence chatbots in academic libraries: the rise of chatgpt
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 6710c9f1-a3f9-4dbf-b6cf-51df76607b72 · outbound
A Hybrid Framework for Subject Analysis: Integrating Embedding-Based Regression Models with Large Language Models Data-efficient fine-tuning for llm-based recommendation
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 475439d9-ee15-4212-a0f5-6ba87f53d8c8 · outbound
A Hybrid Framework for Subject Analysis: Integrating Embedding-Based Regression Models with Large Language Models Comparative Study of Domain Driven Terms Extraction Using Large Language Models
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b7012f97-f83d-430e-9d97-77fd7c6831af · outbound
A Hybrid Framework for Subject Analysis: Integrating Embedding-Based Regression Models with Large Language Models Llm-take: Theme-aware keyword extraction using large language models
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 5f565ffa-6e70-4492-865c-e714c3a8d2ca · outbound
A Hybrid Framework for Subject Analysis: Integrating Embedding-Based Regression Models with Large Language Models Utilising a Large Language Model to Annotate Subject Metadata: A Case Study in an Australian National Research Data Catalogue
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 1e469745-ce7d-45b8-9963-44d36d47a76d · outbound
A Hybrid Framework for Subject Analysis: Integrating Embedding-Based Regression Models with Large Language Models Structured information extraction from complex scientific text with fine-tuned large language models
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a96fcd0f-6eeb-42fa-8231-054465938af4 · outbound
A Hybrid Framework for Subject Analysis: Integrating Embedding-Based Regression Models with Large Language Models Gpt4roi: Instruction tuning large language model on region-of-interest
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation e851f4d5-0821-4db7-8643-ff9fd696bd42 · outbound
A Hybrid Framework for Subject Analysis: Integrating Embedding-Based Regression Models with Large Language Models Training language models to follow instructions with human feedback
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9f1c033a-e873-4978-9867-9d8a96bc0f89 · outbound
A Hybrid Framework for Subject Analysis: Integrating Embedding-Based Regression Models with Large Language Models Lora: Low-rank adaptation of large language models
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 67f4c484-1d54-4f79-86b0-95a1092c5717 · outbound
A Hybrid Framework for Subject Analysis: Integrating Embedding-Based Regression Models with Large Language Models Discover: The unt library catalog, n.d
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 5c7dfd39-dd68-472e-9357-27b78b7eb9e5 · outbound
A Hybrid Framework for Subject Analysis: Integrating Embedding-Based Regression Models with Large Language Models The Llama 3 Herd of Models
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 457e54be-6f44-4457-80ef-f98163371b93 · outbound
A Hybrid Framework for Subject Analysis: Integrating Embedding-Based Regression Models with Large Language Models GPT-4 Technical Report
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e5ce49c5-1853-4c7c-aa53-0500020103a4 · outbound
A Hybrid Framework for Subject Analysis: Integrating Embedding-Based Regression Models with Large Language Models DeepSeek-V3 Technical Report
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f560d597-bb0e-4d5f-86ad-ac0607208de3 · outbound
A Hybrid Framework for Subject Analysis: Integrating Embedding-Based Regression Models with Large Language Models Qwen3 Technical Report
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 374368ef-e002-4fbc-92f0-4cfde9fb22d9 · outbound
A Hybrid Framework for Subject Analysis: Integrating Embedding-Based Regression Models with Large Language Models DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning
Reference 36
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c3e11b18-0ecc-44f9-b5fb-11669f569ef5 · outbound
A Hybrid Framework for Subject Analysis: Integrating Embedding-Based Regression Models with Large Language Models Bert: Pre-training of deep bidirectional transformers for language understanding
Reference 37
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 872ded3f-143f-410f-ba5f-443ab29760f9 · outbound
A Hybrid Framework for Subject Analysis: Integrating Embedding-Based Regression Models with Large Language Models SciBERT: A Pretrained Language Model for Scientific Text
Reference 38
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9775d9c4-fb37-478a-9aa5-1570043fe755 · outbound
A Hybrid Framework for Subject Analysis: Integrating Embedding-Based Regression Models with Large Language Models Transformer in transformer
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 70fa5cc1-cd70-4ab3-929b-33403bdf4d1b · outbound
A Hybrid Framework for Subject Analysis: Integrating Embedding-Based Regression Models with Large Language Models Transformer models: an introduction and catalog
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 98196713-bbf3-4ba7-a1ad-5230991ed614 · outbound
A Hybrid Framework for Subject Analysis: Integrating Embedding-Based Regression Models with Large Language Models AMMUS : A Survey of Transformer-based Pretrained Models in Natural Language Processing
Reference 41
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1209231f-ee46-428d-a383-883556d0d71e · outbound
A Hybrid Framework for Subject Analysis: Integrating Embedding-Based Regression Models with Large Language Models Random forests
Reference 42
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 64cc1e59-e269-4510-abe4-fc1a6bae3689 · outbound
A Hybrid Framework for Subject Analysis: Integrating Embedding-Based Regression Models with Large Language Models Linear regression
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation b349c4b9-45fb-4f0f-b0fe-6df0716e0fde · outbound
A Hybrid Framework for Subject Analysis: Integrating Embedding-Based Regression Models with Large Language Models Xgboost: A scalable tree boosting system
Reference 44
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5129915f-04bc-44a0-85a7-5a57e9b75588 · outbound
A Hybrid Framework for Subject Analysis: Integrating Embedding-Based Regression Models with Large Language Models Analysis of a complex of statistical variables into principal components
Reference 45
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9cb59831-df0b-44eb-b011-b5e77c523a55 · outbound
A Hybrid Framework for Subject Analysis: Integrating Embedding-Based Regression Models with Large Language Models Approximate nearest neighbor search in high dimensions
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation d6605531-1c8d-4925-8e88-93449cab484a · outbound
A Hybrid Framework for Subject Analysis: Integrating Embedding-Based Regression Models with Large Language Models The Faiss library
Reference 47
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
No inbound Pith citation observations are available.