Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-08T21:39:46.057168Z
Paper Citation Record · LEDGER
As of 9 August 2026, this Paper Citation Record lists 38 of 38 outbound references and 0 inbound Pith citation observations for arXiv:2502.04756.
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 2026-08-08T21:39:46.057168Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+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
38 of 38 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 8ed1f2f3-7d81-43fd-96ce-e10ae8cb1809 · outbound
Concept Navigation and Classification via Open-Source Large Language Model Processing \ Zhai, C
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 1f6a2661-8fe5-4cda-b9ee-a31c05e6d319 · outbound
Concept Navigation and Classification via Open-Source Large Language Model Processing Open-Source LLMs for Text Annotation: A Practical Guide for Model Setting and Fine-Tuning
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0e5ed653-2baf-46ce-bfd4-e6f836e57d2e · outbound
Concept Navigation and Classification via Open-Source Large Language Model Processing , Ng, A Y
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 07b513cd-3e5a-423a-9208-23d1d7f76969 · outbound
Concept Navigation and Classification via Open-Source Large Language Model Processing Unresolved cited work
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 0c67ae35-6212-4960-8b8c-ea4e9867942b · outbound
Concept Navigation and Classification via Open-Source Large Language Model Processing , Mann, B
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 034464bd-014d-456d-bb8a-3882a1287f0f · outbound
Concept Navigation and Classification via Open-Source Large Language Model Processing LLM-Assisted Content Analysis: Using Large Language Models to Support Deductive Coding
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5bacac7d-61f8-4138-9ca9-cd45c849273c · outbound
Concept Navigation and Classification via Open-Source Large Language Model Processing , Dunn, A
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation f49e691d-3f0a-4ebd-b495-d1659d06dbce · outbound
Concept Navigation and Classification via Open-Source Large Language Model Processing BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9e970fd7-18ea-4502-9463-e9a7e6cb3f7e · outbound
Concept Navigation and Classification via Open-Source Large Language Model Processing , Heidenreich, T
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 00468b48-2bcd-4121-9190-36fed8794a87 · outbound
Concept Navigation and Classification via Open-Source Large Language Model Processing APACrefauthors \ 1993
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation fb782656-a920-452a-9bba-b03e6c6c81e6 · outbound
Concept Navigation and Classification via Open-Source Large Language Model Processing APACrefauthors \ 2007
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 73b282a0-46ff-43e0-a3da-e5686b715b89 · outbound
Concept Navigation and Classification via Open-Source Large Language Model Processing , Alizadeh, M
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation f8ae3ad9-7425-401f-8a1c-265d4283244c · outbound
Concept Navigation and Classification via Open-Source Large Language Model Processing BERTopic: Neural topic modeling with a class-based TF-IDF procedure
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4014455f-8fa3-437a-9d9d-e42c7de7663f · outbound
Concept Navigation and Classification via Open-Source Large Language Model Processing Advancing Transformer Architecture in Long-Context Large Language Models: A Comprehensive Survey
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4c7bff73-fc74-4f80-8d56-b435a726187c · outbound
Concept Navigation and Classification via Open-Source Large Language Model Processing APACrefauthors \ 2010
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 8c7aaf33-579c-4396-b434-7835be7e6035 · outbound
Concept Navigation and Classification via Open-Source Large Language Model Processing , Murty, M N
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation df9b4044-cdc7-497e-8550-a2b391154c0a · outbound
Concept Navigation and Classification via Open-Source Large Language Model Processing , Schuster, M
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 59e11c50-c323-46a7-b5a1-0b0bed980ffb · outbound
Concept Navigation and Classification via Open-Source Large Language Model Processing , Ramalingam, S
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 7e9fb812-2cc8-4f37-bf3f-f7b23f65b214 · outbound
Concept Navigation and Classification via Open-Source Large Language Model Processing , Gu, S S
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation c81080be-f033-431c-8782-86cb78a0b674 · outbound
Concept Navigation and Classification via Open-Source Large Language Model Processing , Teoh, J
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 8ff3421f-ba99-4350-b893-7391058ef94e · outbound
Concept Navigation and Classification via Open-Source Large Language Model Processing , Perez, E
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation a4e3c0c2-4fb3-4add-9417-21b346c2eca5 · outbound
Concept Navigation and Classification via Open-Source Large Language Model Processing , Yao, S
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3b7012e9-cb08-4a1e-86c8-d444172611f4 · outbound
Concept Navigation and Classification via Open-Source Large Language Model Processing APACrefauthors \ 2014
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation ccc67718-842c-47d8-b5cf-01132eb1e5df · outbound
Concept Navigation and Classification via Open-Source Large Language Model Processing Large Language Models Offer an Alternative to the Traditional Approach of Topic Modelling
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6dbc89d1-2bcf-425d-a6aa-106679ff370d · outbound
Concept Navigation and Classification via Open-Source Large Language Model Processing \ McKeown, K
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 2ce55533-02ed-480e-a54c-fb745cb5cca6 · outbound
Concept Navigation and Classification via Open-Source Large Language Model Processing Unresolved cited work
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 65e2f05c-a961-4857-801c-b0f924a93d90 · outbound
Concept Navigation and Classification via Open-Source Large Language Model Processing Unresolved cited work
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation cb2cb840-5b01-42d3-95e5-5156693e15a1 · outbound
Concept Navigation and Classification via Open-Source Large Language Model Processing , Stewart, B M
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation d1597421-2b13-4905-b18d-965cb779c9cb · outbound
Concept Navigation and Classification via Open-Source Large Language Model Processing , Bentley, L R
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 3d6bc34c-53db-44bf-b2f4-5e7f4012c3c0 · outbound
Concept Navigation and Classification via Open-Source Large Language Model Processing Let Me Speak Freely? A Study on the Impact of Format Restrictions on Performance of Large Language Models
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 16e33d5d-777f-410d-9d12-bcdbb20b1e38 · outbound
Concept Navigation and Classification via Open-Source Large Language Model Processing ChatGPT-4 Outperforms Experts and Crowd Workers in Annotating Political Twitter Messages with Zero-Shot Learning
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f8fd98b9-2e46-4227-82ae-7829cbe4f5ca · outbound
Concept Navigation and Classification via Open-Source Large Language Model Processing , Shazeer, N
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7d86f605-d7fc-4a28-8f6b-1a3d0650cbd3 · outbound
Concept Navigation and Classification via Open-Source Large Language Model Processing A Survey of Prompt Engineering Methods in Large Language Models for Different NLP Tasks
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 138f94c5-1478-4749-b0ca-2c54d4e41656 · outbound
Concept Navigation and Classification via Open-Source Large Language Model Processing , Chen, W
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 30bedb9e-6a16-4784-9372-ec1bf689789f · outbound
Concept Navigation and Classification via Open-Source Large Language Model Processing , Jin, H
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 239400f3-b83f-4289-a054-703f6f775211 · outbound
Concept Navigation and Classification via Open-Source Large Language Model Processing , Guruganesh, G
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation a31a41bb-350c-462c-b21c-8f882306402e · outbound
Concept Navigation and Classification via Open-Source Large Language Model Processing , Ladhak, F
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 156edf5e-628e-47a4-930a-735c85c96097 · outbound
Concept Navigation and Classification via Open-Source Large Language Model Processing , Yuan, H
Reference 38
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
No inbound Pith citation observations are available.