Paper Citation Record · LEDGER

ParaStudent: Generating and Evaluating Realistic Student Code by Teaching LLMs to Struggle

As of 17 August 2026, this Paper Citation Record lists 65 of 65 outbound references and 3 inbound Pith citation observations for arXiv:2507.12674.

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

pith.paper-citation-record.v1
2507.12674 v2

Coverage vector

measured 65 of 65 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T16:45:52.094641Z

measured 68 of 68 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T14:23:10.600034Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T00:49:18.840406Z

Reference resolution

65 of 65 outbound references displayed

verified exact4
verified fuzzy3
unresolved53
parse uncertain0
malformed identifier0
metadata mismatch5

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation a0caa881-1d69-4094-a440-9cbd65f544a7 · outbound

This paper cites online" 'onlinestring :=.

ParaStudent: Generating and Evaluating Realistic Student Code by Teaching LLMs to Struggle online" 'onlinestring :=

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-06T16:45:46.539794Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 89ee056a-029c-4bf4-9b62-dc212d23a08f · outbound

This paper cites write newline.

ParaStudent: Generating and Evaluating Realistic Student Code by Teaching LLMs to Struggle write newline

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-06T16:45:46.577668Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b61f4bf0-ae4f-482b-96a4-b97d1d377803 · outbound

This paper cites an unresolved cited work.

ParaStudent: Generating and Evaluating Realistic Student Code by Teaching LLMs to Struggle Unresolved cited work

Reference 4

Resolution: metadata mismatch; raw_fallback, observed 2026-08-06T16:45:55.336617Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation e8980a68-6227-4916-a7ee-f5a6141d37d5 · outbound

This paper cites an unresolved cited work.

ParaStudent: Generating and Evaluating Realistic Student Code by Teaching LLMs to Struggle Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-06T16:45:58.836443Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation f47cff31-1894-449e-86c9-1d14ea337341 · outbound

This paper cites an unresolved cited work.

ParaStudent: Generating and Evaluating Realistic Student Code by Teaching LLMs to Struggle Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-06T16:45:58.670431Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 1855e821-de09-4fbc-8041-ea8725d29258 · outbound

This paper cites Evaluating Large Language Models Trained on Code.

ParaStudent: Generating and Evaluating Realistic Student Code by Teaching LLMs to Struggle Evaluating Large Language Models Trained on Code

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-06T16:45:46.959764Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f778bd65-74f1-4279-a344-2597e1cda9a6 · outbound

This paper cites an unresolved cited work.

ParaStudent: Generating and Evaluating Realistic Student Code by Teaching LLMs to Struggle Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-06T16:45:58.459837Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 3e3dce29-8c25-41ee-8de3-b801c26b2770 · outbound

This paper cites an unresolved cited work.

ParaStudent: Generating and Evaluating Realistic Student Code by Teaching LLMs to Struggle Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-06T16:45:58.268618Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 88cc2185-2247-4e80-b3a3-f20154a30ab5 · outbound

This paper cites Rowe, and Nasser Giacaman.

ParaStudent: Generating and Evaluating Realistic Student Code by Teaching LLMs to Struggle Rowe, and Nasser Giacaman

Reference 11

Resolution: metadata mismatch; raw_fallback, observed 2026-08-06T16:45:55.094616Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation b5f9ba28-41a3-44f3-b9cd-c70c36bae363 · outbound

This paper cites an unresolved cited work.

ParaStudent: Generating and Evaluating Realistic Student Code by Teaching LLMs to Struggle Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-06T16:45:58.052025Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 7e474059-5213-459d-bacd-c9d13d21903c · outbound

This paper cites DeepSeek-Coder-V2: Breaking the Barrier of Closed-Source Models in Code Intelligence.

ParaStudent: Generating and Evaluating Realistic Student Code by Teaching LLMs to Struggle DeepSeek-Coder-V2: Breaking the Barrier of Closed-Source Models in Code Intelligence

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-06T16:45:47.333817Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a7a7bd19-d503-467d-9ed2-b2db6f53d8e1 · outbound

This paper cites an unresolved cited work.

ParaStudent: Generating and Evaluating Realistic Student Code by Teaching LLMs to Struggle Unresolved cited work

Reference 14

Resolution: metadata mismatch; raw_fallback, observed 2026-08-06T16:45:54.830127Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 7a511d87-afd3-4702-83c6-9d560eabbca4 · outbound

This paper cites StepCoder: Improve Code Generation with Reinforcement Learning from Compiler Feedback.

ParaStudent: Generating and Evaluating Realistic Student Code by Teaching LLMs to Struggle StepCoder: Improve Code Generation with Reinforcement Learning from Compiler Feedback

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-06T16:45:47.513069Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a10257c8-e280-4762-adb2-3e9f6523d534 · outbound

This paper cites CodeMonkeys: Scaling Test-Time Compute for Software Engineering.

ParaStudent: Generating and Evaluating Realistic Student Code by Teaching LLMs to Struggle CodeMonkeys: Scaling Test-Time Compute for Software Engineering

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-06T16:45:47.561662Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation effffac8-62e3-48f5-a8ab-7656772794b1 · outbound

This paper cites an unresolved cited work.

ParaStudent: Generating and Evaluating Realistic Student Code by Teaching LLMs to Struggle Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-06T16:45:47.633997Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 11a1236a-4545-40eb-b922-38c39d8f5397 · outbound

This paper cites The Llama 3 Herd of Models.

ParaStudent: Generating and Evaluating Realistic Student Code by Teaching LLMs to Struggle The Llama 3 Herd of Models

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-06T16:45:47.721127Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 34bf6d27-a8bd-4be5-9301-65c45f795dce · outbound

This paper cites an unresolved cited work.

ParaStudent: Generating and Evaluating Realistic Student Code by Teaching LLMs to Struggle Unresolved cited work

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-06T16:45:47.815462Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 124c947e-c914-4562-9d91-3848a33feac6 · outbound

This paper cites Goodman, and Emma Brunskill.

ParaStudent: Generating and Evaluating Realistic Student Code by Teaching LLMs to Struggle Goodman, and Emma Brunskill

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-06T16:45:47.873914Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3724e588-0226-4388-bb2d-313e52d01d85 · outbound

This paper cites an unresolved cited work.

ParaStudent: Generating and Evaluating Realistic Student Code by Teaching LLMs to Struggle Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-06T16:45:57.833369Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 4b6cdd01-9356-48af-bcb4-f530c692ec71 · outbound

This paper cites an unresolved cited work.

ParaStudent: Generating and Evaluating Realistic Student Code by Teaching LLMs to Struggle Unresolved cited work

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-06T16:45:48.016428Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4b1ff437-c706-4e14-a774-5ef5bb174608 · outbound

This paper cites Qwen2.5-Coder Technical Report.

ParaStudent: Generating and Evaluating Realistic Student Code by Teaching LLMs to Struggle Qwen2.5-Coder Technical Report

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-06T16:45:48.070128Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ae0246ef-3653-4263-8e2d-185d03abf902 · outbound

This paper cites A Survey on Large Language Models for Code Generation.

ParaStudent: Generating and Evaluating Realistic Student Code by Teaching LLMs to Struggle A Survey on Large Language Models for Code Generation

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-06T16:45:48.159629Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 772be548-ce65-4323-a760-8399fe8ed9c2 · outbound

This paper cites an unresolved cited work.

ParaStudent: Generating and Evaluating Realistic Student Code by Teaching LLMs to Struggle Unresolved cited work

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-06T16:45:48.243884Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 999e3650-4706-4b73-8b4f-b7e8c67f4147 · outbound

This paper cites an unresolved cited work.

ParaStudent: Generating and Evaluating Realistic Student Code by Teaching LLMs to Struggle Unresolved cited work

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-06T16:45:48.281106Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 345a6baf-b43e-4d1e-856e-d5cbed2151cd · outbound

This paper cites an unresolved cited work.

ParaStudent: Generating and Evaluating Realistic Student Code by Teaching LLMs to Struggle Unresolved cited work

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-06T16:45:48.369103Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 91dd42f9-80b1-4ed5-809a-311e314c8853 · outbound

This paper cites an unresolved cited work.

ParaStudent: Generating and Evaluating Realistic Student Code by Teaching LLMs to Struggle Unresolved cited work

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-06T16:45:48.432825Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2080cc63-6946-4876-9ff1-e8b6993e1796 · outbound

This paper cites an unresolved cited work.

ParaStudent: Generating and Evaluating Realistic Student Code by Teaching LLMs to Struggle Unresolved cited work

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-06T16:45:48.514864Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8d43d733-c16e-4029-aa2c-76a451220bd4 · outbound

This paper cites an unresolved cited work.

ParaStudent: Generating and Evaluating Realistic Student Code by Teaching LLMs to Struggle Unresolved cited work

Reference 30

Resolution: verified exact; doi, observed 2026-08-06T16:45:52.959867Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation d63e0470-cf90-48aa-a7dd-ab934f884868 · outbound

This paper cites an unresolved cited work.

ParaStudent: Generating and Evaluating Realistic Student Code by Teaching LLMs to Struggle Unresolved cited work

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-06T16:45:48.651181Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0120ca3a-d2d7-4346-abbb-1044bfdfbead · outbound

This paper cites CoIR: A Comprehensive Benchmark for Code Information Retrieval Models.

ParaStudent: Generating and Evaluating Realistic Student Code by Teaching LLMs to Struggle CoIR: A Comprehensive Benchmark for Code Information Retrieval Models

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-06T16:45:48.724020Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 69cfadc3-1552-4fa4-a309-3801da770084 · outbound

This paper cites an unresolved cited work.

ParaStudent: Generating and Evaluating Realistic Student Code by Teaching LLMs to Struggle Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-06T16:45:57.680889Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 52bd727d-9348-43c5-a028-0aeabbdfb969 · outbound

This paper cites an unresolved cited work.

ParaStudent: Generating and Evaluating Realistic Student Code by Teaching LLMs to Struggle Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-08-06T16:45:57.492306Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 853657e2-7765-468d-b3de-011869464211 · outbound

This paper cites CodeXEmbed: A Generalist Embedding Model Family for Multiligual and Multi-task Code Retrieval.

ParaStudent: Generating and Evaluating Realistic Student Code by Teaching LLMs to Struggle CodeXEmbed: A Generalist Embedding Model Family for Multiligual and Multi-task Code Retrieval

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-06T16:45:48.958144Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 05d7cff7-0d6d-4c3b-9ebd-f6ba5c20ad1b · outbound

This paper cites StarCoder 2 and The Stack v2: The Next Generation.

ParaStudent: Generating and Evaluating Realistic Student Code by Teaching LLMs to Struggle StarCoder 2 and The Stack v2: The Next Generation

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-06T16:45:49.056521Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 379ac1e2-0f77-41f9-9d43-377bc32c0dea · outbound

This paper cites an unresolved cited work.

ParaStudent: Generating and Evaluating Realistic Student Code by Teaching LLMs to Struggle Unresolved cited work

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-06T16:45:49.116320Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a2874699-cc63-4119-ab9d-773b10c711a3 · outbound

This paper cites an unresolved cited work.

ParaStudent: Generating and Evaluating Realistic Student Code by Teaching LLMs to Struggle Unresolved cited work

Reference 38

Resolution: unresolved; raw_fallback, observed 2026-08-06T16:45:57.308419Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 11826151-9872-4ba2-86c0-e55bfa59165c · outbound

This paper cites LLaMoCo: Instruction Tuning of Large Language Models for Optimization Code Generation.

ParaStudent: Generating and Evaluating Realistic Student Code by Teaching LLMs to Struggle LLaMoCo: Instruction Tuning of Large Language Models for Optimization Code Generation

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-06T16:45:49.273930Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fade2b17-4089-4543-ac43-4978d168e15a · outbound

This paper cites an unresolved cited work.

ParaStudent: Generating and Evaluating Realistic Student Code by Teaching LLMs to Struggle Unresolved cited work

Reference 40

Resolution: metadata mismatch; raw_fallback, observed 2026-08-06T16:45:54.103953Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation ebd6c376-da1e-4d1c-af1b-5d1915a98d56 · outbound

This paper cites Markel, Steven G.

ParaStudent: Generating and Evaluating Realistic Student Code by Teaching LLMs to Struggle Markel, Steven G

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-06T16:45:49.412305Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 96426b4e-a004-4f49-a0af-5becda9efee8 · outbound

This paper cites an unresolved cited work.

ParaStudent: Generating and Evaluating Realistic Student Code by Teaching LLMs to Struggle Unresolved cited work

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-06T16:45:49.484515Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3537231c-c952-41b0-935f-78fc466797c6 · outbound

This paper cites an unresolved cited work.

ParaStudent: Generating and Evaluating Realistic Student Code by Teaching LLMs to Struggle Unresolved cited work

Reference 43

Resolution: verified exact; doi, observed 2026-08-06T16:45:52.709387Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 77a46828-bd5a-4c21-8a8d-a3e0a884139f · outbound

This paper cites Is Self-Repair a Silver Bullet for Code Generation?.

ParaStudent: Generating and Evaluating Realistic Student Code by Teaching LLMs to Struggle Is Self-Repair a Silver Bullet for Code Generation?

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-06T16:45:49.628025Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8e5a3717-29ff-41ae-ad5d-85b5d3e99748 · outbound

This paper cites an unresolved cited work.

ParaStudent: Generating and Evaluating Realistic Student Code by Teaching LLMs to Struggle Unresolved cited work

Reference 45

Resolution: unresolved; raw_fallback, observed 2026-08-06T16:45:57.160738Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 379f1485-add1-4918-8e64-4fc616725b6a · outbound

This paper cites MemGPT: Towards LLMs as Operating Systems.

ParaStudent: Generating and Evaluating Realistic Student Code by Teaching LLMs to Struggle MemGPT: Towards LLMs as Operating Systems

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-06T16:45:49.794507Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 80cf1816-ab80-4baf-8668-0edf7bfa8cad · outbound

This paper cites Training Software Engineering Agents and Verifiers with SWE-Gym.

ParaStudent: Generating and Evaluating Realistic Student Code by Teaching LLMs to Struggle Training Software Engineering Agents and Verifiers with SWE-Gym

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-06T16:45:49.870194Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 565f5ee0-6137-46a5-b33f-3d6587179ce2 · outbound

This paper cites Patil, Tianjun Zhang, Xin Wang, and Joseph E.

ParaStudent: Generating and Evaluating Realistic Student Code by Teaching LLMs to Struggle Patil, Tianjun Zhang, Xin Wang, and Joseph E

Reference 48

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:45:56.978116Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation c69c1d55-3d53-4950-8457-427ba0419967 · outbound

This paper cites An Empirical Study on Self-correcting Large Language Models for Data Science Code Generation.

ParaStudent: Generating and Evaluating Realistic Student Code by Teaching LLMs to Struggle An Empirical Study on Self-correcting Large Language Models for Data Science Code Generation

Reference 49

Resolution: verified exact; local_arxiv, observed 2026-08-06T16:45:53.679109Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation cf35a1ce-afd0-4664-a80f-265f2013ec44 · outbound

This paper cites Code Llama: Open Foundation Models for Code.

ParaStudent: Generating and Evaluating Realistic Student Code by Teaching LLMs to Struggle Code Llama: Open Foundation Models for Code

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-06T16:45:50.107207Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 16449488-10f7-478b-9aff-e3ee3d1a6b08 · outbound

This paper cites an unresolved cited work.

ParaStudent: Generating and Evaluating Realistic Student Code by Teaching LLMs to Struggle Unresolved cited work

Reference 51

Resolution: unresolved; raw_fallback, observed 2026-08-06T16:45:56.816865Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 2467d3c2-2de5-4912-9348-473288cf5954 · outbound

This paper cites an unresolved cited work.

ParaStudent: Generating and Evaluating Realistic Student Code by Teaching LLMs to Struggle Unresolved cited work

Reference 52

Resolution: unresolved; raw_fallback, observed 2026-08-06T16:45:56.671258Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation f93dda2a-164c-4e56-913b-e00a373015fd · outbound

This paper cites an unresolved cited work.

ParaStudent: Generating and Evaluating Realistic Student Code by Teaching LLMs to Struggle Unresolved cited work

Reference 53

Resolution: unresolved; raw_fallback, observed 2026-08-06T16:45:56.493867Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation bb80a584-1910-493b-8eea-7e0c0895c3fa · outbound

This paper cites Code Less, Align More: Efficient LLM Fine-tuning for Code Generation with Data Pruning.

ParaStudent: Generating and Evaluating Realistic Student Code by Teaching LLMs to Struggle Code Less, Align More: Efficient LLM Fine-tuning for Code Generation with Data Pruning

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-06T16:45:50.466516Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation adcd0484-06e3-4c68-9967-9c36be69d2e0 · outbound

This paper cites an unresolved cited work.

ParaStudent: Generating and Evaluating Realistic Student Code by Teaching LLMs to Struggle Unresolved cited work

Reference 55

Resolution: unresolved; raw_fallback, observed 2026-08-06T16:45:56.312034Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 8e3a7af8-a1ad-49b3-a5af-4960a50396b3 · outbound

This paper cites an unresolved cited work.

ParaStudent: Generating and Evaluating Realistic Student Code by Teaching LLMs to Struggle Unresolved cited work

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-06T16:45:50.633075Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ec7888df-2122-4967-909f-f3d6fb5f43ef · outbound

This paper cites HuggingFace's Transformers: State-of-the-art Natural Language Processing.

ParaStudent: Generating and Evaluating Realistic Student Code by Teaching LLMs to Struggle HuggingFace's Transformers: State-of-the-art Natural Language Processing

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-06T16:45:50.731841Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2a55bd8c-d5f7-47be-9397-72d498daaa3b · outbound

This paper cites an unresolved cited work.

ParaStudent: Generating and Evaluating Realistic Student Code by Teaching LLMs to Struggle Unresolved cited work

Reference 58

Resolution: unresolved; no resolver link, observed 2026-08-06T16:45:50.831628Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 700420c6-bde8-4235-acbf-7e04da1b57af · outbound

This paper cites an unresolved cited work.

ParaStudent: Generating and Evaluating Realistic Student Code by Teaching LLMs to Struggle Unresolved cited work

Reference 59

Resolution: verified exact; doi, observed 2026-08-06T16:45:52.445297Z

Source-reported events for the cited work

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Observation a25348fb-9bc0-498d-be0c-33df1166dc0e · outbound

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This paper cites Jimenez, Alexander Wettig, Kilian Lieret, Shunyu Yao, Karthik Narasimhan, and Ofir Press.

ParaStudent: Generating and Evaluating Realistic Student Code by Teaching LLMs to Struggle Jimenez, Alexander Wettig, Kilian Lieret, Shunyu Yao, Karthik Narasimhan, and Ofir Press

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Observation 8e6eb36c-4836-42fd-9b4c-2aacfde150ef · outbound

This paper cites an unresolved cited work.

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Reference 62

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Observation 88bd8fa9-3d09-419a-8b21-03133b8bb787 · outbound

This paper cites an unresolved cited work.

ParaStudent: Generating and Evaluating Realistic Student Code by Teaching LLMs to Struggle Unresolved cited work

Reference 63

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This paper cites Tenenbaum, and Chuang Gan.

ParaStudent: Generating and Evaluating Realistic Student Code by Teaching LLMs to Struggle Tenenbaum, and Chuang Gan

Reference 64

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Reference 65

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Observation 593b1b30-e2cb-4a7f-bc47-361c030eae86 · outbound

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ParaStudent: Generating and Evaluating Realistic Student Code by Teaching LLMs to Struggle Unresolved cited work

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Observation 79874aef-457d-4c60-b730-95f82e801479 · outbound

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ParaStudent: Generating and Evaluating Realistic Student Code by Teaching LLMs to Struggle Astraios: Parameter-Efficient Instruction Tuning Code Large Language Models

Reference 67

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Pith citing papers

Observation c7cc381b-64fe-409b-8025-e80e0f13251d · inbound

Recon: Reconstruction-Guided Reasoning Synthesis for User Modeling cites this paper.

Recon: Reconstruction-Guided Reasoning Synthesis for User Modeling ParaStudent: Generating and Evaluating Realistic Student Code by Teaching LLMs to Struggle

Reference 14

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Observation 029e47b8-e46e-4166-8f4a-50f4549803f5 · inbound

LLMs Struggle to Measure What Distinguishes Students of Different Proficiency Levels: A Study of Item Discrimination in Reading Comprehension Assessment cites this paper.

LLMs Struggle to Measure What Distinguishes Students of Different Proficiency Levels: A Study of Item Discrimination in Reading Comprehension Assessment ParaStudent: Generating and Evaluating Realistic Student Code by Teaching LLMs to Struggle

Reference 48

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Observation 69018244-9c55-4ebd-8d61-a04c3b46c043 · inbound

INSIDE the Student's Mind: Jointly Modeling Latent Reasoning and Action in LLM Student Simulators cites this paper.

INSIDE the Student's Mind: Jointly Modeling Latent Reasoning and Action in LLM Student Simulators ParaStudent: Generating and Evaluating Realistic Student Code by Teaching LLMs to Struggle

Reference 10

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