Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-14T04:15:28.824502Z
Paper Citation Record · LEDGER
Fine-Tuning Large Language Models for Codebook-Guided Coding of Students' Mathematics Metaphor Responses
As of 15 August 2026, this Paper Citation Record lists 57 of 57 outbound references and 0 inbound Pith citation observations for arXiv:2608.10276.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+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
Reference resolution
57 of 57 outbound references displayed
- verified exact1
- verified fuzzy35
- unresolved20
- parse uncertain1
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 675e86d8-6747-45bb-b835-14ca4963655c · outbound
This paper cites 1980 , publisher=.
Fine-Tuning Large Language Models for Codebook-Guided Coding of Students' Mathematics Metaphor Responses 1980 , publisher=
Reference 1
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-14T04:15:29.765195Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 34f0bb0b-2924-4c38-b265-05f3dec22201 · outbound
This paper cites 2000 , publisher=.
Fine-Tuning Large Language Models for Codebook-Guided Coding of Students' Mathematics Metaphor Responses 2000 , publisher=
Reference 2
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-14T04:15:29.749258Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation a94cd08a-4811-41ea-a36c-80db2852855c · outbound
This paper cites Beliefs about teaching: Persistent or malleable? A longitudinal study of prospective student teachers' beliefs , journal =.
Fine-Tuning Large Language Models for Codebook-Guided Coding of Students' Mathematics Metaphor Responses Beliefs about teaching: Persistent or malleable? A longitudinal study of prospective student teachers' beliefs , journal =
Reference 3
- Resolution
- verified exact
- doi, observed 2026-08-14T04:15:28.865422Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation b0f0ba82-b541-4016-940c-91999785b875 · outbound
This paper cites Teaching and Teacher Education , volume =.
Fine-Tuning Large Language Models for Codebook-Guided Coding of Students' Mathematics Metaphor Responses Teaching and Teacher Education , volume =
Reference 4
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-14T04:15:29.733202Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 109c01cf-a157-455d-b28c-b3f5621da037 · outbound
This paper cites The Journal of Mathematical Behavior , volume=.
Fine-Tuning Large Language Models for Codebook-Guided Coding of Students' Mathematics Metaphor Responses The Journal of Mathematical Behavior , volume=
Reference 5
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-14T04:15:29.718069Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 0db901ec-56bb-4727-9ab2-39096c59abe8 · outbound
This paper cites Educational Studies in Mathematics , volume=.
Fine-Tuning Large Language Models for Codebook-Guided Coding of Students' Mathematics Metaphor Responses Educational Studies in Mathematics , volume=
Reference 6
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-14T04:15:29.702368Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 6b42702a-8e9e-42dc-89b7-a567fa51f10c · outbound
This paper cites Educational Studies in Mathematics , volume=.
Fine-Tuning Large Language Models for Codebook-Guided Coding of Students' Mathematics Metaphor Responses Educational Studies in Mathematics , volume=
Reference 7
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-14T04:15:29.684486Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 77ab9fa5-566f-4d40-9bcb-8c21c7461594 · outbound
This paper cites European Journal of Science and Mathematics Education , volume=.
Fine-Tuning Large Language Models for Codebook-Guided Coding of Students' Mathematics Metaphor Responses European Journal of Science and Mathematics Education , volume=
Reference 8
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-14T04:15:29.667590Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 0f3ec788-b128-4a30-84e1-1b2c0211b030 · outbound
This paper cites Journal of Humanistic Mathematics , volume=.
Fine-Tuning Large Language Models for Codebook-Guided Coding of Students' Mathematics Metaphor Responses Journal of Humanistic Mathematics , volume=
Reference 9
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-14T04:15:29.650778Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation e85f29e4-5daf-42ff-a91a-b42a4cb3fb47 · outbound
This paper cites Journal of Mathematics Teacher Education , volume=.
Fine-Tuning Large Language Models for Codebook-Guided Coding of Students' Mathematics Metaphor Responses Journal of Mathematics Teacher Education , volume=
Reference 10
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-14T04:15:29.633360Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 280e4394-d6b1-485e-b402-8df7d7f2e073 · outbound
This paper cites Joseph Merlino , title =.
Fine-Tuning Large Language Models for Codebook-Guided Coding of Students' Mathematics Metaphor Responses Joseph Merlino , title =
Reference 11
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-14T04:15:29.616933Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation fa0516dd-c911-4cec-8e71-7f20c89bad78 · outbound
This paper cites Australian Mathematics Teachers , volume=.
Fine-Tuning Large Language Models for Codebook-Guided Coding of Students' Mathematics Metaphor Responses Australian Mathematics Teachers , volume=
Reference 12
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-14T04:15:29.598306Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation c1b2022c-1b2d-4722-a2ef-05e73e49f59a · outbound
This paper cites Yee , title =.
Fine-Tuning Large Language Models for Codebook-Guided Coding of Students' Mathematics Metaphor Responses Yee , title =
Reference 13
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-14T04:15:29.581296Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation b02107ca-e0e0-4837-b093-e50bdaeda263 · outbound
This paper cites School Science and Mathematics , volume=.
Fine-Tuning Large Language Models for Codebook-Guided Coding of Students' Mathematics Metaphor Responses School Science and Mathematics , volume=
Reference 14
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-14T04:15:29.566220Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 91ba758a-4749-419f-9fb0-a023a99173cf · outbound
This paper cites School science and mathematics , volume=.
Fine-Tuning Large Language Models for Codebook-Guided Coding of Students' Mathematics Metaphor Responses School science and mathematics , volume=
Reference 15
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-14T04:15:29.549520Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation cb83ed5f-c5e6-4690-bbbc-519f9b29ea44 · outbound
This paper cites Learning and Individual Differences , volume=.
Fine-Tuning Large Language Models for Codebook-Guided Coding of Students' Mathematics Metaphor Responses Learning and Individual Differences , volume=
Reference 16
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-14T04:15:29.534085Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 25db6556-7d65-4272-a8a4-18fb5c8c914a · outbound
This paper cites ACM Transactions on Interactive Intelligent Systems (TiiS) , volume=.
Fine-Tuning Large Language Models for Codebook-Guided Coding of Students' Mathematics Metaphor Responses ACM Transactions on Interactive Intelligent Systems (TiiS) , volume=
Reference 17
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-14T04:15:29.515142Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation bb99e52b-7260-4a02-8f0b-216b366f2988 · outbound
This paper cites Companion proceedings of the 28th international conference on intelligent user interfaces , pages=.
Fine-Tuning Large Language Models for Codebook-Guided Coding of Students' Mathematics Metaphor Responses Companion proceedings of the 28th international conference on intelligent user interfaces , pages=
Reference 18
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:15:28.618448Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7603765d-dffb-4b00-b5b8-5e555ea4dea4 · outbound
This paper cites Proceedings of the Association for Information Science and Technology , volume=.
Fine-Tuning Large Language Models for Codebook-Guided Coding of Students' Mathematics Metaphor Responses Proceedings of the Association for Information Science and Technology , volume=
Reference 19
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-14T04:15:29.486873Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 41bd58a9-5ebb-4dad-aaf7-3a412755d8a4 · outbound
This paper cites Social Science Computer Review , volume=.
Fine-Tuning Large Language Models for Codebook-Guided Coding of Students' Mathematics Metaphor Responses Social Science Computer Review , volume=
Reference 20
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-14T04:15:29.469588Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation bc3c2b0c-b91a-41cd-a338-f06b677e8422 · outbound
This paper cites International Journal of Qualitative Methods , volume=.
Fine-Tuning Large Language Models for Codebook-Guided Coding of Students' Mathematics Metaphor Responses International Journal of Qualitative Methods , volume=
Reference 21
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-14T04:15:29.452143Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 669f0617-6c25-4f9c-b0ff-c7df75f421ac · outbound
This paper cites , author=.
Reference 22
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-14T04:15:29.436219Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 9b6c9c4b-43fe-4bc5-bcc1-08c47ef8d21d · outbound
This paper cites EDT: Improving Large Language Models' Generation by Entropy-based Dynamic Temperature Sampling.
Fine-Tuning Large Language Models for Codebook-Guided Coding of Students' Mathematics Metaphor Responses EDT: Improving Large Language Models' Generation by Entropy-based Dynamic Temperature Sampling
Reference 23
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:15:28.644009Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 25fef660-d1da-40ca-bd9e-6908528902f3 · outbound
This paper cites Proceedings of the 55th ACM Technical Symposium on Computer Science Education V.
Fine-Tuning Large Language Models for Codebook-Guided Coding of Students' Mathematics Metaphor Responses Proceedings of the 55th ACM Technical Symposium on Computer Science Education V
Reference 24
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-14T04:15:29.419905Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 2b94fa03-05bf-4624-9ac0-5d0dbf126efc · outbound
This paper cites an unresolved cited work.
Fine-Tuning Large Language Models for Codebook-Guided Coding of Students' Mathematics Metaphor Responses Unresolved cited work
Reference 25
- Resolution
- unresolved
- raw_fallback, observed 2026-08-14T04:15:29.404114Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation fddb29fc-c3d6-40bf-a9bc-97b2e5d44a41 · outbound
This paper cites an unresolved cited work.
Fine-Tuning Large Language Models for Codebook-Guided Coding of Students' Mathematics Metaphor Responses Unresolved cited work
Reference 26
- Resolution
- unresolved
- raw_fallback, observed 2026-08-14T04:15:29.387015Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 581b4da5-a0b2-4a5b-b8f8-d8f303194b6e · outbound
This paper cites Information processing & management , volume=.
Fine-Tuning Large Language Models for Codebook-Guided Coding of Students' Mathematics Metaphor Responses Information processing & management , volume=
Reference 27
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:15:28.665315Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation eed1c408-3c1a-415d-a860-a017d865560e · outbound
This paper cites , author=.
Reference 28
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:15:28.670367Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4d95b242-e473-46b6-8817-e3cdcc3ed676 · outbound
This paper cites Applied Intelligence , volume=.
Fine-Tuning Large Language Models for Codebook-Guided Coding of Students' Mathematics Metaphor Responses Applied Intelligence , volume=
Reference 29
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-14T04:15:29.349295Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation d9bc36c6-2a88-4069-962a-1e72baeb9745 · outbound
This paper cites , author=.
Reference 30
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:15:28.680463Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8a7e1a7b-6d3e-439c-ab3c-c05039e81697 · outbound
This paper cites Advances in neural information processing systems , volume=.
Fine-Tuning Large Language Models for Codebook-Guided Coding of Students' Mathematics Metaphor Responses Advances in neural information processing systems , volume=
Reference 31
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:15:28.685288Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d5595630-ee48-49cc-aa54-d77f456e327b · outbound
This paper cites an unresolved cited work.
Fine-Tuning Large Language Models for Codebook-Guided Coding of Students' Mathematics Metaphor Responses Unresolved cited work
Reference 32
- Resolution
- parse uncertain
- raw_fallback, observed 2026-08-14T04:15:29.311662Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 2aeb63f7-4c8e-4db5-bfbe-a2a6d948d3b5 · outbound
This paper cites an unresolved cited work.
Fine-Tuning Large Language Models for Codebook-Guided Coding of Students' Mathematics Metaphor Responses Unresolved cited work
Reference 33
- Resolution
- unresolved
- raw_fallback, observed 2026-08-14T04:15:29.296010Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation b4fb5d98-43a3-4b73-b8e8-136710303eaf · outbound
This paper cites an unresolved cited work.
Fine-Tuning Large Language Models for Codebook-Guided Coding of Students' Mathematics Metaphor Responses Unresolved cited work
Reference 34
- Resolution
- unresolved
- raw_fallback, observed 2026-08-14T04:15:29.278748Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 83a6abbc-361d-4a66-a4bf-3b680c17dca5 · outbound
This paper cites Psychometrika , volume=.
Fine-Tuning Large Language Models for Codebook-Guided Coding of Students' Mathematics Metaphor Responses Psychometrika , volume=
Reference 35
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:15:28.706055Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a8f8a473-8e2d-45be-bdc3-565a6c067cfa · outbound
This paper cites Neural computation , volume=.
Fine-Tuning Large Language Models for Codebook-Guided Coding of Students' Mathematics Metaphor Responses Neural computation , volume=
Reference 36
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:15:28.711246Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c7d35485-51ba-4ed9-a8a0-873069bd87c3 · outbound
This paper cites Journal of Machine Learning Research , volume=.
Fine-Tuning Large Language Models for Codebook-Guided Coding of Students' Mathematics Metaphor Responses Journal of Machine Learning Research , volume=
Reference 37
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:15:28.716926Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0bbe29b3-156f-4b8d-9592-bc820aa0db10 · outbound
This paper cites Open, Closed, or Small Language Models for Text Classification?.
Fine-Tuning Large Language Models for Codebook-Guided Coding of Students' Mathematics Metaphor Responses Open, Closed, or Small Language Models for Text Classification?
Reference 38
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:15:28.722523Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 05f0b8b1-7763-451b-bd34-2655e6ad3532 · outbound
This paper cites Journal of Computational Social Science , volume=.
Fine-Tuning Large Language Models for Codebook-Guided Coding of Students' Mathematics Metaphor Responses Journal of Computational Social Science , volume=
Reference 39
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-14T04:15:29.226486Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation a62019b5-7a5a-4de6-a752-344089a1a002 · outbound
This paper cites Fine-Tuned 'Small' LLMs (Still) Significantly Outperform Zero-Shot Generative AI Models in Text Classification.
Fine-Tuning Large Language Models for Codebook-Guided Coding of Students' Mathematics Metaphor Responses Fine-Tuned 'Small' LLMs (Still) Significantly Outperform Zero-Shot Generative AI Models in Text Classification
Reference 40
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:15:28.732969Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation aba8af69-4b1e-46e1-a80f-17f35040d5cf · outbound
This paper cites Comparing Few-Shot Prompting of GPT-4 LLMs with BERT Classifiers for Open-Response Assessment in Tutor Equity Training.
Fine-Tuning Large Language Models for Codebook-Guided Coding of Students' Mathematics Metaphor Responses Comparing Few-Shot Prompting of GPT-4 LLMs with BERT Classifiers for Open-Response Assessment in Tutor Equity Training
Reference 41
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:15:28.739449Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a78b8b15-97e9-49ba-92e5-ebbfdec5ad30 · outbound
This paper cites EPJ Data Science , volume=.
Fine-Tuning Large Language Models for Codebook-Guided Coding of Students' Mathematics Metaphor Responses EPJ Data Science , volume=
Reference 42
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-14T04:15:29.208742Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 42d1fa73-b019-4b9c-befb-685b56116505 · outbound
This paper cites 2010 , school=.
Fine-Tuning Large Language Models for Codebook-Guided Coding of Students' Mathematics Metaphor Responses 2010 , school=
Reference 43
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-14T04:15:29.191988Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 53a4a8c7-5b05-4c20-9f90-380d5c3a6f50 · outbound
This paper cites IEEE transactions on knowledge and data engineering , volume=.
Fine-Tuning Large Language Models for Codebook-Guided Coding of Students' Mathematics Metaphor Responses IEEE transactions on knowledge and data engineering , volume=
Reference 44
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-14T04:15:29.174191Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 235af11a-4edd-446d-8a46-7d7dadaca8d7 · outbound
This paper cites Information retrieval , volume=.
Fine-Tuning Large Language Models for Codebook-Guided Coding of Students' Mathematics Metaphor Responses Information retrieval , volume=
Reference 45
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-14T04:15:29.156093Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation a23e3da6-4529-4d5c-b74b-a5ef5b19fb30 · outbound
This paper cites Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing , pages=.
Fine-Tuning Large Language Models for Codebook-Guided Coding of Students' Mathematics Metaphor Responses Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing , pages=
Reference 46
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-14T04:15:29.138616Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation dc9d18ec-3535-4a6a-bad8-b2cad1d33d95 · outbound
This paper cites an unresolved cited work.
Fine-Tuning Large Language Models for Codebook-Guided Coding of Students' Mathematics Metaphor Responses Unresolved cited work
Reference 47
- Resolution
- unresolved
- raw_fallback, observed 2026-08-14T04:15:29.121459Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation ac0b9f2e-5fbe-4ce8-b0e6-3fb1feb177e2 · outbound
This paper cites Open-Source LLMs for Text Annotation: A Practical Guide for Model Setting and Fine-Tuning.
Fine-Tuning Large Language Models for Codebook-Guided Coding of Students' Mathematics Metaphor Responses Open-Source LLMs for Text Annotation: A Practical Guide for Model Setting and Fine-Tuning
Reference 48
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:15:28.776159Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 72657f1b-bb88-4fbe-9988-257edf229c4a · outbound
This paper cites Proceedings of the 2020 Conference on Empirical Methods in Natural Language Processing (EMNLP) , pages=.
Fine-Tuning Large Language Models for Codebook-Guided Coding of Students' Mathematics Metaphor Responses Proceedings of the 2020 Conference on Empirical Methods in Natural Language Processing (EMNLP) , pages=
Reference 49
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-14T04:15:29.102710Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation f84d1aac-34d7-41d2-9721-4f97343c01d8 · outbound
This paper cites British journal of educational technology , volume=.
Fine-Tuning Large Language Models for Codebook-Guided Coding of Students' Mathematics Metaphor Responses British journal of educational technology , volume=
Reference 50
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-14T04:15:29.085457Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 62f5f409-f5d9-4285-a3b5-d42dea27b2b9 · outbound
This paper cites British Journal of Educational Technology , volume=.
Fine-Tuning Large Language Models for Codebook-Guided Coding of Students' Mathematics Metaphor Responses British Journal of Educational Technology , volume=
Reference 51
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:15:28.792127Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b03beb93-0875-4c5e-8c7f-c8943ef482e8 · outbound
This paper cites Nature , volume=.
Fine-Tuning Large Language Models for Codebook-Guided Coding of Students' Mathematics Metaphor Responses Nature , volume=
Reference 52
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-14T04:15:29.056358Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation d497bf6e-782b-477c-8692-797d7230b77c · outbound
This paper cites Motivation and disposition: Pathways to learning mathematics , pages=.
Fine-Tuning Large Language Models for Codebook-Guided Coding of Students' Mathematics Metaphor Responses Motivation and disposition: Pathways to learning mathematics , pages=
Reference 53
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-14T04:15:29.039519Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation ca215ab1-7a90-496c-a7e6-957712aa2c4a · outbound
This paper cites 2012 , publisher=.
Fine-Tuning Large Language Models for Codebook-Guided Coding of Students' Mathematics Metaphor Responses 2012 , publisher=
Reference 54
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-14T04:15:29.021882Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation d4849462-da17-427c-bc4d-9b4bbc5e7104 · outbound
This paper cites Nature Machine Intelligence , volume=.
Fine-Tuning Large Language Models for Codebook-Guided Coding of Students' Mathematics Metaphor Responses Nature Machine Intelligence , volume=
Reference 55
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-14T04:15:29.004475Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 9ac37b3f-f540-497b-bf60-3a5273c4edfd · outbound
This paper cites Investigations in Mathematics Learning , volume=.
Fine-Tuning Large Language Models for Codebook-Guided Coding of Students' Mathematics Metaphor Responses Investigations in Mathematics Learning , volume=
Reference 56
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-14T04:15:28.986881Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 593b03b9-c566-4cbe-b539-5f2eb0fb7f70 · outbound
This paper cites an unresolved cited work.
Fine-Tuning Large Language Models for Codebook-Guided Coding of Students' Mathematics Metaphor Responses Unresolved cited work
Reference 57
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:15:28.824502Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Pith citing papers
No inbound Pith citation observations are available.