Paper Citation Record · LEDGER

Learn2Zinc: Fine-tuning Small Language Models for Text-to-Model Translation in MiniZinc

As of 9 August 2026, this Paper Citation Record lists 20 of 20 outbound references and 0 inbound Pith citation observations for arXiv:2607.20456.

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

pith.paper-citation-record.v1
2607.20456 v1

Coverage vector

measured 20 of 20 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-02T13:59:25.088249Z

measured 20 of 20 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

20 of 20 outbound references displayed

verified exact3
verified fuzzy0
unresolved17
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation df6bed4e-ca0a-4166-bcd3-eb4d86401e35 · outbound

This paper cites Tias Guns.

Learn2Zinc: Fine-tuning Small Language Models for Text-to-Model Translation in MiniZinc Tias Guns

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-02T13:59:23.421812Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation acf9cbab-e0db-4495-b343-f2129e8c0569 · outbound

This paper cites ORLM: A Customizable Framework in Training Large Models for Automated Optimization Modeling.

Learn2Zinc: Fine-tuning Small Language Models for Text-to-Model Translation in MiniZinc ORLM: A Customizable Framework in Training Large Models for Automated Optimization Modeling

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-02T13:59:23.552200Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation abb0b81f-488b-4d7c-8978-83b6d7e367d0 · outbound

This paper cites Synthesizing mixed-integer linear programming models from natural language descriptions.

Learn2Zinc: Fine-tuning Small Language Models for Text-to-Model Translation in MiniZinc Synthesizing mixed-integer linear programming models from natural language descriptions

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-02T13:59:23.869763Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1bfc0dbf-da2c-424e-ad27-cc7752ef44e6 · outbound

This paper cites KostisMichailidis,DimosTsouros,andTiasGuns.ConstraintModellingwithLLMsUsingIn-ContextLearning.

Learn2Zinc: Fine-tuning Small Language Models for Text-to-Model Translation in MiniZinc KostisMichailidis,DimosTsouros,andTiasGuns.ConstraintModellingwithLLMsUsingIn-ContextLearning

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-02T13:59:24.038180Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation baec07a9-d3f8-40a6-ab91-6686c05e2dc8 · outbound

This paper cites Nicholas Nethercote, Peter J.

Learn2Zinc: Fine-tuning Small Language Models for Text-to-Model Translation in MiniZinc Nicholas Nethercote, Peter J

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-02T13:59:24.247304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e965884d-5d17-4026-a631-82627011f763 · outbound

This paper cites GPT-4 Technical Report.

Learn2Zinc: Fine-tuning Small Language Models for Text-to-Model Translation in MiniZinc GPT-4 Technical Report

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-02T13:59:24.339168Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5f691207-df24-4ea7-8cd1-777566e1b0f2 · outbound

This paper cites EsoLang-Bench: Evaluating Genuine Reasoning in Large Language Models via Esoteric Programming Languages.

Learn2Zinc: Fine-tuning Small Language Models for Text-to-Model Translation in MiniZinc EsoLang-Bench: Evaluating Genuine Reasoning in Large Language Models via Esoteric Programming Languages

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-02T13:59:24.515535Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e5d855a9-485d-421a-9804-11d035d7b392 · outbound

This paper cites Text2zinc: A cross-domain dataset for modeling optimizationandsatisfactionproblemsinminizinc,2025.

Learn2Zinc: Fine-tuning Small Language Models for Text-to-Model Translation in MiniZinc Text2zinc: A cross-domain dataset for modeling optimizationandsatisfactionproblemsinminizinc,2025

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-02T13:59:24.709076Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fbc8c2fa-25fd-4dc4-a917-e9f4897f795f · outbound

This paper cites Gemini: A Family of Highly Capable Multimodal Models.

Learn2Zinc: Fine-tuning Small Language Models for Text-to-Model Translation in MiniZinc Gemini: A Family of Highly Capable Multimodal Models

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-02T13:59:24.810582Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3c8d663b-757c-447f-b79b-0af4086e55f2 · outbound

This paper cites Ziyang Xiao, Dongxiang Zhang, Yangjun Wu, Lilin Xu, Yuan Jessica Wang, Xiongwei Han, Xiaojin Fu, Tao Zhong, Jia Zeng, Mingli Song, et al.

Learn2Zinc: Fine-tuning Small Language Models for Text-to-Model Translation in MiniZinc Ziyang Xiao, Dongxiang Zhang, Yangjun Wu, Lilin Xu, Yuan Jessica Wang, Xiongwei Han, Xiaojin Fu, Tao Zhong, Jia Zeng, Mingli Song, et al

Reference 18

Resolution: verified exact; doi, observed 2026-08-02T14:03:33.571090Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation b068dcce-d134-459a-b447-293b1e7fbf5d · outbound

This paper cites Optimind: Teachingllmstothinklikeoptimizationexperts,2026.

Learn2Zinc: Fine-tuning Small Language Models for Text-to-Model Translation in MiniZinc Optimind: Teachingllmstothinklikeoptimizationexperts,2026

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-02T13:59:24.975894Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 91f47e1c-92e2-484c-9822-0a7e96e830f5 · outbound

This paper cites A","B","C.

Learn2Zinc: Fine-tuning Small Language Models for Text-to-Model Translation in MiniZinc A","B","C

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-02T13:59:25.088249Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 698d31fa-df55-4c61-b0e7-972578ccd94e · outbound

This paper cites doi: 10.1007/978-1-4613-0215-5_8.

Learn2Zinc: Fine-tuning Small Language Models for Text-to-Model Translation in MiniZinc doi: 10.1007/978-1-4613-0215-5_8

Reference 2004

Resolution: verified exact; doi, observed 2026-08-02T14:03:33.858559Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 1cb92683-6b3f-4479-8059-31aa2432dd64 · outbound

This paper cites Caigao Jiang, Xiang Shu, Hong Qian, Xingyu Lu, Jun Zhou, Aimin Zhou, and Yang Yu.

Learn2Zinc: Fine-tuning Small Language Models for Text-to-Model Translation in MiniZinc Caigao Jiang, Xiang Shu, Hong Qian, Xingyu Lu, Jun Zhou, Aimin Zhou, and Yang Yu

Reference 2020

Resolution: verified exact; doi, observed 2026-08-02T14:03:33.719417Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation a1932910-9a09-4935-a944-42c7892c9259 · outbound

This paper cites ElgunJabrayilzadeandSelmaTekir.LGPSolver–solvinglogicgridpuzzlesautomatically.InFindingsoftheAs- sociation for Computational Linguistics: EMNLP 2020, pp.

Learn2Zinc: Fine-tuning Small Language Models for Text-to-Model Translation in MiniZinc ElgunJabrayilzadeandSelmaTekir.LGPSolver–solvinglogicgridpuzzlesautomatically.InFindingsoftheAs- sociation for Computational Linguistics: EMNLP 2020, pp

Reference 2021

Resolution: unresolved; no resolver link, observed 2026-08-02T13:59:23.676365Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9a9080fc-cb1e-45e3-85f9-fa3747443361 · outbound

This paper cites Augmenting Operations Research with Auto-Formulation of Optimization Models from Problem Descriptions.

Learn2Zinc: Fine-tuning Small Language Models for Text-to-Model Translation in MiniZinc Augmenting Operations Research with Auto-Formulation of Optimization Models from Problem Descriptions

Reference 2022

Resolution: unresolved; no resolver link, observed 2026-08-02T13:59:24.427583Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 511edfac-1240-4d7f-a3a9-9e75f622dddc · outbound

This paper cites DeepSeek-V3 Technical Report.

Learn2Zinc: Fine-tuning Small Language Models for Text-to-Model Translation in MiniZinc DeepSeek-V3 Technical Report

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-02T13:59:23.346252Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d68ccfff-1681-4e98-b9a5-60af83982ae2 · outbound

This paper cites OptiMUS-0.3: Using Large Language Models to Model and Solve Optimization Problems at Scale.

Learn2Zinc: Fine-tuning Small Language Models for Text-to-Model Translation in MiniZinc OptiMUS-0.3: Using Large Language Models to Model and Solve Optimization Problems at Scale

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-02T13:59:23.041674Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 078b6193-be03-4034-b51b-6f0c819304fa · outbound

This paper cites 14 ParagPravinDakle,SerdarKadıoğlu,KarthikUppuluri,ReginaPoliti,PreethiRaghavan,SaiKrishnaRallabandi, and Ravisutha Srinivasamurthy.

Learn2Zinc: Fine-tuning Small Language Models for Text-to-Model Translation in MiniZinc 14 ParagPravinDakle,SerdarKadıoğlu,KarthikUppuluri,ReginaPoliti,PreethiRaghavan,SaiKrishnaRallabandi, and Ravisutha Srinivasamurthy

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-02T13:59:23.282524Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 35f08910-7cf8-4f47-8b94-2de557bd66d9 · outbound

This paper cites Text2Model: Modeling Copilots for Text-to-Model Translation.

Learn2Zinc: Fine-tuning Small Language Models for Text-to-Model Translation in MiniZinc Text2Model: Modeling Copilots for Text-to-Model Translation

Reference 2026

Resolution: unresolved; no resolver link, observed 2026-08-02T13:59:23.802281Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.