Paper Citation Record · LEDGER

Fine-tuning Language Models for Recipe Generation: A Comparative Analysis and Benchmark Study

As of 14 August 2026, this Paper Citation Record lists 27 of 27 outbound references and 1 inbound Pith citation observation for arXiv:2502.02028.

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

pith.paper-citation-record.v1
2502.02028 v2

Coverage vector

measured 27 of 27 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-09T13:41:12.694667Z

measured 28 of 28 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-05T18:22:13.537522Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-05T18:22:13.564607Z

Reference resolution

27 of 27 outbound references displayed

verified exact5
verified fuzzy0
unresolved22
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 4ccb72ec-5abe-4c94-bf81-066a8125eed6 · outbound

This paper cites online" 'onlinestring :=.

Fine-tuning Language Models for Recipe Generation: A Comparative Analysis and Benchmark Study online" 'onlinestring :=

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-09T13:41:12.563659Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c9e9eb73-9adb-4f9a-b7be-88559f7017d5 · outbound

This paper cites write newline.

Fine-tuning Language Models for Recipe Generation: A Comparative Analysis and Benchmark Study write newline

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-09T13:41:12.569435Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 68cbcec2-3cbd-4ad6-aa47-aa60b84ae2e3 · outbound

This paper cites an unresolved cited work.

Fine-tuning Language Models for Recipe Generation: A Comparative Analysis and Benchmark Study Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-09T13:41:13.488128Z

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 754085a0-ceac-4a56-b562-f548a76b67b9 · outbound

This paper cites Neural Machine Translation by Jointly Learning to Align and Translate.

Fine-tuning Language Models for Recipe Generation: A Comparative Analysis and Benchmark Study Neural Machine Translation by Jointly Learning to Align and Translate

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-09T13:41:12.579357Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e839e0d6-4d5b-463c-8a5b-fccee0b2c78b · outbound

This paper cites an unresolved cited work.

Fine-tuning Language Models for Recipe Generation: A Comparative Analysis and Benchmark Study Unresolved cited work

Reference 5

Resolution: verified exact; arxiv_id_nonexistent, observed 2026-08-09T13:41:13.286636Z

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 4fbddd7c-5a30-4bac-b67c-2d3ee27fbe7a · outbound

This paper cites FIRE: Food Image to REcipe generation.

Fine-tuning Language Models for Recipe Generation: A Comparative Analysis and Benchmark Study FIRE: Food Image to REcipe generation

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-09T13:41:12.590302Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e707b229-0274-410b-b3f7-6771839898a6 · outbound

This paper cites NutrifyAI: An AI-Powered System for Real-Time Food Detection, Nutritional Analysis, and Personalized Meal Recommendations.

Fine-tuning Language Models for Recipe Generation: A Comparative Analysis and Benchmark Study NutrifyAI: An AI-Powered System for Real-Time Food Detection, Nutritional Analysis, and Personalized Meal Recommendations

Reference 7

Resolution: verified exact; local_arxiv, observed 2026-08-09T13:41:13.083571Z

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 4397530e-9c07-4547-b4c8-eb43bc53c2dd · outbound

This paper cites an unresolved cited work.

Fine-tuning Language Models for Recipe Generation: A Comparative Analysis and Benchmark Study Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-09T13:41:13.471079Z

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 426aa2a7-bd7c-49c3-af1b-45db6a7346a8 · outbound

This paper cites an unresolved cited work.

Fine-tuning Language Models for Recipe Generation: A Comparative Analysis and Benchmark Study Unresolved cited work

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-09T13:41:12.606260Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ae4a920e-fe14-4509-8c08-f3a4284aeaea · outbound

This paper cites Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks.

Fine-tuning Language Models for Recipe Generation: A Comparative Analysis and Benchmark Study Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-09T13:41:12.611064Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 303c224f-410a-43eb-a9b5-68c344f86d5d · outbound

This paper cites an unresolved cited work.

Fine-tuning Language Models for Recipe Generation: A Comparative Analysis and Benchmark Study Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-09T13:41:13.452476Z

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 89893737-dae7-4a06-9ac7-dbfe630449f1 · outbound

This paper cites an unresolved cited work.

Fine-tuning Language Models for Recipe Generation: A Comparative Analysis and Benchmark Study Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-09T13:41:13.432732Z

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 13a60636-4db8-49d2-8ac2-f0913aa5ec59 · outbound

This paper cites Retrieval Augmented Recipe Generation.

Fine-tuning Language Models for Recipe Generation: A Comparative Analysis and Benchmark Study Retrieval Augmented Recipe Generation

Reference 13

Resolution: verified exact; local_arxiv, observed 2026-08-09T13:41:13.045486Z

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 3d6ed49f-9c5e-4b6c-b071-dcd1a6180694 · outbound

This paper cites Plug-and-Play Recipe Generation with Content Planning.

Fine-tuning Language Models for Recipe Generation: A Comparative Analysis and Benchmark Study Plug-and-Play Recipe Generation with Content Planning

Reference 14

Resolution: verified exact; local_arxiv, observed 2026-08-09T13:41:13.021176Z

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 9c2dc9d8-30f5-4e2a-b16d-1e3fa50ab073 · outbound

This paper cites an unresolved cited work.

Fine-tuning Language Models for Recipe Generation: A Comparative Analysis and Benchmark Study Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-09T13:41:12.636426Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0d49ae64-7a66-407f-92b9-d0c562c4b3fb · outbound

This paper cites Generating Personalized Recipes from Historical User Preferences.

Fine-tuning Language Models for Recipe Generation: A Comparative Analysis and Benchmark Study Generating Personalized Recipes from Historical User Preferences

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-09T13:41:12.641691Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 93ff271f-39d4-496c-96a7-b978cc69f184 · outbound

This paper cites an unresolved cited work.

Fine-tuning Language Models for Recipe Generation: A Comparative Analysis and Benchmark Study Unresolved cited work

Reference 17

Resolution: verified exact; arxiv_id_nonexistent, observed 2026-08-09T13:41:12.980446Z

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 044755ef-879d-43b9-8597-e1d56e6af821 · outbound

This paper cites an unresolved cited work.

Fine-tuning Language Models for Recipe Generation: A Comparative Analysis and Benchmark Study Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-09T13:41:13.411025Z

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 2a9e0d1f-6b28-4b2f-8baf-b2b9d68e0e8c · outbound

This paper cites an unresolved cited work.

Fine-tuning Language Models for Recipe Generation: A Comparative Analysis and Benchmark Study Unresolved cited work

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-09T13:41:12.656677Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6eef0b81-fc28-4986-a36c-ff06b4a95fc6 · outbound

This paper cites an unresolved cited work.

Fine-tuning Language Models for Recipe Generation: A Comparative Analysis and Benchmark Study Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-09T13:41:12.661851Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5f2d77af-2f34-45ba-a5b1-7de6bf99d870 · outbound

This paper cites Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer.

Fine-tuning Language Models for Recipe Generation: A Comparative Analysis and Benchmark Study Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-09T13:41:12.666641Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3b1db9b5-72ee-4206-9a46-a3d59fcdef78 · outbound

This paper cites an unresolved cited work.

Fine-tuning Language Models for Recipe Generation: A Comparative Analysis and Benchmark Study Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-09T13:41:13.380595Z

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 027ebbf2-963c-4d49-918d-f1af7012e1b2 · outbound

This paper cites an unresolved cited work.

Fine-tuning Language Models for Recipe Generation: A Comparative Analysis and Benchmark Study Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-09T13:41:13.364152Z

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 67951af0-fa20-4b36-a656-1c91efc94492 · outbound

This paper cites an unresolved cited work.

Fine-tuning Language Models for Recipe Generation: A Comparative Analysis and Benchmark Study Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-09T13:41:13.346010Z

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 d32ea762-92d7-4afe-8c37-6f025cee8677 · outbound

This paper cites an unresolved cited work.

Fine-tuning Language Models for Recipe Generation: A Comparative Analysis and Benchmark Study Unresolved cited work

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-09T13:41:12.685400Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f9e27a84-9eb1-426a-8440-507fcacbe585 · outbound

This paper cites an unresolved cited work.

Fine-tuning Language Models for Recipe Generation: A Comparative Analysis and Benchmark Study Unresolved cited work

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-09T13:41:12.690051Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 202726de-e83e-4c56-8c35-1039d5f863f2 · outbound

This paper cites Qwen2 Technical Report.

Fine-tuning Language Models for Recipe Generation: A Comparative Analysis and Benchmark Study Qwen2 Technical Report

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-09T13:41:12.694667Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation d3800d94-07da-4c9d-ac37-3bd2af10b29a · inbound

The Digital Sous Chef -- A Comparative Study on Fine-Tuning Language Models for Recipe Generation cites this paper.

The Digital Sous Chef -- A Comparative Study on Fine-Tuning Language Models for Recipe Generation Fine-tuning Language Models for Recipe Generation: A Comparative Analysis and Benchmark Study

Reference 6008

Resolution: verified exact; local_arxiv, observed 2026-08-05T18:22:13.569692Z

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.