Pith. sign in

Paper Citation Record · LEDGER

From Prompts to Propositions: A Logic-Based Lens on Student-LLM Interactions

As of 21 August 2026, this Paper Citation Record lists 23 of 23 outbound references and 1 inbound Pith citation observation for arXiv:2504.18691.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2504.18691 v1

Coverage vector

measured 23 of 23 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T10:14:48.339108Z

measured 24 of 24 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T14:15:35.926276Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

23 of 23 outbound references displayed

  • verified exact1
  • verified fuzzy15
  • unresolved7
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 807c9b3f-d491-4341-a784-e0aac80ed6e3 · outbound

This paper cites an unresolved cited work.

From Prompts to Propositions: A Logic-Based Lens on Student-LLM Interactions Unresolved cited work

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-16T10:14:48.249520Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:14:48.249520Z digest=sha256:8851c78f658d13604cbf19f7ced2fcda85f28e4a03f9c54df2e878517612a6ed

Observation a591fe22-9f0f-45ce-8537-abded6baa852 · outbound

This paper cites an unresolved cited work.

From Prompts to Propositions: A Logic-Based Lens on Student-LLM Interactions Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-08-16T10:14:48.618083Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T10:14:48.253657Z digest=sha256:44e03816008cf67bed442dac0289f92cac48cd41ffddee19cc306269531befe0

Observation b3c5955a-04f7-41bb-881b-d927839b8181 · outbound

This paper cites StudentEval: A Benchmark of Student-Written Prompts for Large Language Models of Code.

From Prompts to Propositions: A Logic-Based Lens on Student-LLM Interactions StudentEval: A Benchmark of Student-Written Prompts for Large Language Models of Code

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-16T10:14:48.257411Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:14:48.257411Z digest=sha256:2a02e7e1a66b11522c3b0af3a0d4ee0cd318cddf69c67ba737fa8633b7631aba

Observation 90546a27-dd9a-4431-b3bb-a27ff834f3db · outbound

This paper cites Conversing with copilot: Exploring prompt engineering for solving cs1 problems using natural language.

From Prompts to Propositions: A Logic-Based Lens on Student-LLM Interactions Conversing with copilot: Exploring prompt engineering for solving cs1 problems using natural language

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T10:14:48.607343Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T10:14:48.261648Z digest=sha256:f057039af51936ba1962fbad666b62baf76d2b5da10110e81a1cd9e588500321

Observation 2aaeee5c-fcd2-4774-9459-29b99fbd77fa · outbound

This paper cites A., and Reeves, B.

From Prompts to Propositions: A Logic-Based Lens on Student-LLM Interactions A., and Reeves, B

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T10:14:48.596013Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T10:14:48.265404Z digest=sha256:f6dc68e74f21f88f6a3e6de449668dedfe7e58ffa75ad0dba41717d2517dae66

Observation 1de15617-8530-4e5e-8d64-3e39d6544f75 · outbound

This paper cites A., Finnie-Ansley, J., Hellas, A., Leinonen, J., Luxton-Reilly, A., Reeves, B.

From Prompts to Propositions: A Logic-Based Lens on Student-LLM Interactions A., Finnie-Ansley, J., Hellas, A., Leinonen, J., Luxton-Reilly, A., Reeves, B

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T10:14:48.584143Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T10:14:48.269404Z digest=sha256:16bcd6b8bc58df3c245c5e93c0d24aff9b7420bf0133628dda279954df2d3fb9

Observation 46cad626-9e22-45af-b54c-038e8d9cc067 · outbound

This paper cites H., Fowler, M., Prather, J., Becker, B.

From Prompts to Propositions: A Logic-Based Lens on Student-LLM Interactions H., Fowler, M., Prather, J., Becker, B

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T10:14:48.571101Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T10:14:48.273329Z digest=sha256:00865fd9bd80f267620e3bc8017250522d981c450e55445b9959b4c615c98fc8

Observation d7acd5fb-cfc8-4a24-80b6-789dea4da3c9 · outbound

This paper cites Promoting early engagement with programming assignments using scheduled automated feedback.

From Prompts to Propositions: A Logic-Based Lens on Student-LLM Interactions Promoting early engagement with programming assignments using scheduled automated feedback

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T10:14:48.560429Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T10:14:48.277246Z digest=sha256:a4bed38df358faed0548190833bfe962eaf3c166a03a0cb5230412713fdefbf5

Observation 5e8f3c7d-db16-45ec-a477-77f25cc43dde · outbound

This paper cites Towards Detecting Prompt Knowledge Gaps for Improved LLM-guided Issue Resolution.

From Prompts to Propositions: A Logic-Based Lens on Student-LLM Interactions Towards Detecting Prompt Knowledge Gaps for Improved LLM-guided Issue Resolution

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-16T10:14:48.281831Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:14:48.281831Z digest=sha256:9d311381265cfeb807dc22a57b69e7273922533a9c1c7289520e19343fbb7603

Observation f870e2e5-567f-4126-ae2b-c72e257b2ad4 · outbound

This paper cites Understanding the Human-LLM Dynamic: A Literature Survey of LLM Use in Programming Tasks.

From Prompts to Propositions: A Logic-Based Lens on Student-LLM Interactions Understanding the Human-LLM Dynamic: A Literature Survey of LLM Use in Programming Tasks

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-16T10:14:48.286530Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:14:48.286530Z digest=sha256:1863d633f1a66c0586890afa903f45c03cbc9f536692a69ae534bb7a5d596133

Observation 7eaf76d9-9261-4a1c-8218-4e6e835540a2 · outbound

This paper cites A., Qin, H., Macedo, M., Tian, Y., Ding, S.

From Prompts to Propositions: A Logic-Based Lens on Student-LLM Interactions A., Qin, H., Macedo, M., Tian, Y., Ding, S

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T10:14:48.548725Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T10:14:48.291116Z digest=sha256:ac1864cc3b30ae789fd078f6792d17c78dc2614d27d48f3fc79ff708a02aaac0

Observation a915ce0e-283d-4278-ba21-386b6e454047 · outbound

This paper cites Exploring zero-shot and few-shot learning capabilities in llms for complex query handling, 2022.

From Prompts to Propositions: A Logic-Based Lens on Student-LLM Interactions Exploring zero-shot and few-shot learning capabilities in llms for complex query handling, 2022

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T10:14:48.536586Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T10:14:48.294457Z digest=sha256:65ca0f0692806d7c89a05099f79e2b26300161695c11df6d1153816acb906bfc

Observation 66b170b4-6d52-43b4-ade8-f1ded6179c57 · outbound

This paper cites H., Park, S., Lee, J., Jeong, K., and Kang, P.

From Prompts to Propositions: A Logic-Based Lens on Student-LLM Interactions H., Park, S., Lee, J., Jeong, K., and Kang, P

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T10:14:48.525535Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T10:14:48.298444Z digest=sha256:5351016e40f76676fc10acf51fd7e55e684bf9ca69ad915710a50e966b04f667

Observation 932626aa-daf0-41e1-9123-6964a62e1bfa · outbound

This paper cites Organizational research: Determining appropriate sample size in survey research appropriate sample size in survey research.

From Prompts to Propositions: A Logic-Based Lens on Student-LLM Interactions Organizational research: Determining appropriate sample size in survey research appropriate sample size in survey research

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T10:14:48.514378Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T10:14:48.304082Z digest=sha256:4a07469be717d76b3382f374d06327f5236243460a278a4f97aa897e011b2bcb

Observation 007cba4e-dc30-4b5a-8ee2-c88881ab9248 · outbound

This paper cites C., and V anLehn, K.

From Prompts to Propositions: A Logic-Based Lens on Student-LLM Interactions C., and V anLehn, K

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T10:14:48.503039Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T10:14:48.307787Z digest=sha256:336f4702fde9de758da7e621fd03799651061b64cea724054402e3e1922fe02a

Observation 4c9c69f0-ba29-4fa9-b3d0-5fb96f150526 · outbound

This paper cites ban it till we understand it.

From Prompts to Propositions: A Logic-Based Lens on Student-LLM Interactions ban it till we understand it

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-16T10:14:48.311196Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:14:48.311196Z digest=sha256:1121c91b329eef6d645c7ce7c5f743217debae7b1c1133890eca7cc9535094b3

Observation 4409a140-baa5-4116-9e78-6238aa7ec454 · outbound

This paper cites Comparing code explanations created by students and large language models.

From Prompts to Propositions: A Logic-Based Lens on Student-LLM Interactions Comparing code explanations created by students and large language models

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T10:14:48.480557Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T10:14:48.314732Z digest=sha256:2c4b536aa08a6df30a9bfd7b9b5679c395df1698fb1b438ec0519bd1a9adf1a6

Observation 8b38e5b5-4793-4ba2-8c75-87f6a4f979ca · outbound

This paper cites Using an llm to help with code understanding.

From Prompts to Propositions: A Logic-Based Lens on Student-LLM Interactions Using an llm to help with code understanding

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T10:14:48.467161Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T10:14:48.318258Z digest=sha256:7220245ba14f2415b328d800e38810d1441a7bcee3e8ce284bd311bcab1c51ef

Observation fd583793-f9f2-41e6-9df5-d2944e0491db · outbound

This paper cites Bugspotter: Automated generation of code debugging exercises.

From Prompts to Propositions: A Logic-Based Lens on Student-LLM Interactions Bugspotter: Automated generation of code debugging exercises

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T10:14:48.453425Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T10:14:48.321542Z digest=sha256:8b42ed3deb2be3f000e3e593ced44771773982ee3929701a07a0f3326e7c05d5

Observation 0df60869-b4bf-4e4f-851e-cc9bd408f7b4 · outbound

This paper cites it’s weird that it knows what i want.

From Prompts to Propositions: A Logic-Based Lens on Student-LLM Interactions it’s weird that it knows what i want

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-16T10:14:48.326164Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:14:48.326164Z digest=sha256:ddc9beadc091c8ddb15ab9b5dcba3ba106d106dcb4f741cae0ef66d0bc5d6922

Observation 9d863cda-5ce3-4214-8652-162645d54d0e · outbound

This paper cites Revisiting Human Information Foraging: Adaptations for LLM-based Chatbots.

From Prompts to Propositions: A Logic-Based Lens on Student-LLM Interactions Revisiting Human Information Foraging: Adaptations for LLM-based Chatbots

Reference 21

Resolution
verified exact
local_arxiv, observed 2026-08-16T10:14:48.376410Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T10:14:48.330055Z digest=sha256:c0df7b186740e8e022fe5cc596a472668cb83b7f3ec9f53490c2ad42ddea614d

Observation 05be9cb6-5452-4a70-9b8b-7e04bda73fb6 · outbound

This paper cites H., Denny, P., and Fowler, M.

From Prompts to Propositions: A Logic-Based Lens on Student-LLM Interactions H., Denny, P., and Fowler, M

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T10:14:48.433673Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T10:14:48.334845Z digest=sha256:6965796d7c701a3f5fa2f6345c2cc179f7a3eb510598bbbf08f365be9ad5911f

Observation b46a9f88-e592-40db-87df-25612bd6201f · outbound

This paper cites Y., Hartmann, B., and Y ang, Q.

From Prompts to Propositions: A Logic-Based Lens on Student-LLM Interactions Y., Hartmann, B., and Y ang, Q

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T10:14:48.421428Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T10:14:48.339108Z digest=sha256:e10bcda3ef192a1047516d7b3e1eaa10da775bd51c8a628f773ebf398bd517d0

Pith citing papers

Observation 15bfaba7-8a6b-4428-ba66-b02fdd776f4b · inbound

Vibe Coding vs. Agentic Coding: Fundamentals and Practical Implications of Agentic AI cites this paper.

Vibe Coding vs. Agentic Coding: Fundamentals and Practical Implications of Agentic AI From Prompts to Propositions: A Logic-Based Lens on Student-LLM Interactions

Reference 37

Resolution
unresolved
no resolver link, observed 2026-08-07T14:15:35.926276Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:15:35.926276Z digest=sha256:35344d1b02b9e3169029f661799b9b396f2edc3898bf82a97c12d0efe90349d4