Paper Citation Record · LEDGER

KaFT: Knowledge-aware Fine-tuning for Boosting LLMs' Domain-specific Question-Answering Performance

As of 9 August 2026, this Paper Citation Record lists 41 of 41 outbound references and 0 inbound Pith citation observations for arXiv:2505.15480.

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

pith.paper-citation-record.v1
2505.15480 v2

Coverage vector

measured 41 of 41 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T15:22:48.717952Z

measured 41 of 41 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

41 of 41 outbound references displayed

verified exact0
verified fuzzy0
unresolved41
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 836c2f43-ca84-4420-becb-c393c7bd21c0 · outbound

This paper cites an unresolved cited work.

KaFT: Knowledge-aware Fine-tuning for Boosting LLMs' Domain-specific Question-Answering Performance Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:22:54.376001Z

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 cb989130-5c26-4ff2-be20-240b718b275f · outbound

This paper cites Qwen Technical Report.

KaFT: Knowledge-aware Fine-tuning for Boosting LLMs' Domain-specific Question-Answering Performance Qwen Technical Report

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-07T15:22:45.656763Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 32e88467-2591-4b49-8b26-7f2dcff5030e · outbound

This paper cites an unresolved cited work.

KaFT: Knowledge-aware Fine-tuning for Boosting LLMs' Domain-specific Question-Answering Performance Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-07T15:22:45.755846Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 277db72e-2db2-4e31-8dc9-c997382d668e · outbound

This paper cites MEDITRON-70B: Scaling Medical Pretraining for Large Language Models.

KaFT: Knowledge-aware Fine-tuning for Boosting LLMs' Domain-specific Question-Answering Performance MEDITRON-70B: Scaling Medical Pretraining for Large Language Models

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-07T15:22:45.838057Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8f8e778f-be39-47c2-a248-14a4763cb185 · outbound

This paper cites The Llama 3 Herd of Models.

KaFT: Knowledge-aware Fine-tuning for Boosting LLMs' Domain-specific Question-Answering Performance The Llama 3 Herd of Models

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-07T15:22:45.878790Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2392f140-3c70-4e46-a73a-702bed867d33 · outbound

This paper cites an unresolved cited work.

KaFT: Knowledge-aware Fine-tuning for Boosting LLMs' Domain-specific Question-Answering Performance Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:22:54.102368Z

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 895dad02-6682-42cd-972e-1c0194f82473 · outbound

This paper cites an unresolved cited work.

KaFT: Knowledge-aware Fine-tuning for Boosting LLMs' Domain-specific Question-Answering Performance Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:22:53.915642Z

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 b38be94c-9930-4ab4-92e6-9604eb9ab9ac · outbound

This paper cites an unresolved cited work.

KaFT: Knowledge-aware Fine-tuning for Boosting LLMs' Domain-specific Question-Answering Performance Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:22:53.689269Z

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 ba93244c-7a55-4797-bcf6-d7b4cd48dd55 · outbound

This paper cites an unresolved cited work.

KaFT: Knowledge-aware Fine-tuning for Boosting LLMs' Domain-specific Question-Answering Performance Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:22:53.529406Z

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 f109cd3f-79d5-41fb-9593-e1d04095a4b9 · outbound

This paper cites an unresolved cited work.

KaFT: Knowledge-aware Fine-tuning for Boosting LLMs' Domain-specific Question-Answering Performance Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T15:22:46.146980Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0359fd4e-5ca0-4a5f-8e46-90d75e4fd0bb · outbound

This paper cites an unresolved cited work.

KaFT: Knowledge-aware Fine-tuning for Boosting LLMs' Domain-specific Question-Answering Performance Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T15:22:46.227572Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 510c64fe-2889-439c-addf-719677e0224a · outbound

This paper cites Mistral 7B.

KaFT: Knowledge-aware Fine-tuning for Boosting LLMs' Domain-specific Question-Answering Performance Mistral 7B

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T15:22:46.293856Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9d9ed925-1f8f-4602-b314-ac612ffa6240 · outbound

This paper cites an unresolved cited work.

KaFT: Knowledge-aware Fine-tuning for Boosting LLMs' Domain-specific Question-Answering Performance Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T15:22:46.357841Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6fcde446-21f1-4a8f-b8b0-fe2e8746f3da · outbound

This paper cites an unresolved cited work.

KaFT: Knowledge-aware Fine-tuning for Boosting LLMs' Domain-specific Question-Answering Performance Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:22:53.327699Z

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 a31f4499-e92c-489b-826b-4e4cba37e2de · outbound

This paper cites an unresolved cited work.

KaFT: Knowledge-aware Fine-tuning for Boosting LLMs' Domain-specific Question-Answering Performance Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:22:53.147450Z

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 bc4ba04f-1b6b-4f50-858a-cd51cad719b4 · outbound

This paper cites an unresolved cited work.

KaFT: Knowledge-aware Fine-tuning for Boosting LLMs' Domain-specific Question-Answering Performance Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:22:52.935085Z

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 104892d3-8401-442f-bda8-1d9cbdf2f8d4 · outbound

This paper cites an unresolved cited work.

KaFT: Knowledge-aware Fine-tuning for Boosting LLMs' Domain-specific Question-Answering Performance Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:22:52.768562Z

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 dc39a715-4c75-439b-a844-4286049f0071 · outbound

This paper cites an unresolved cited work.

KaFT: Knowledge-aware Fine-tuning for Boosting LLMs' Domain-specific Question-Answering Performance Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:22:52.572169Z

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 fbbd2b37-e07a-40a2-ab5e-bf08bb173f7b · outbound

This paper cites an unresolved cited work.

KaFT: Knowledge-aware Fine-tuning for Boosting LLMs' Domain-specific Question-Answering Performance Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:22:52.372309Z

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 8421fa5c-b173-4cc1-b9f5-47a181f44d5a · outbound

This paper cites DeepSeek-V3 Technical Report.

KaFT: Knowledge-aware Fine-tuning for Boosting LLMs' Domain-specific Question-Answering Performance DeepSeek-V3 Technical Report

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-07T15:22:46.892153Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 61dd96ac-e068-4652-bef1-0281a5cbb642 · outbound

This paper cites an unresolved cited work.

KaFT: Knowledge-aware Fine-tuning for Boosting LLMs' Domain-specific Question-Answering Performance Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:22:52.200642Z

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 bab51cb1-413f-44a4-9a59-81b8858ab3cd · outbound

This paper cites an unresolved cited work.

KaFT: Knowledge-aware Fine-tuning for Boosting LLMs' Domain-specific Question-Answering Performance Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:22:51.984952Z

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 7513c681-8c7c-49fd-bb52-a973836b9b79 · outbound

This paper cites an unresolved cited work.

KaFT: Knowledge-aware Fine-tuning for Boosting LLMs' Domain-specific Question-Answering Performance Unresolved cited work

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-07T15:22:47.115930Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e5e69a9e-9328-471c-9e5d-07cea2466354 · outbound

This paper cites an unresolved cited work.

KaFT: Knowledge-aware Fine-tuning for Boosting LLMs' Domain-specific Question-Answering Performance Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:22:51.626741Z

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 9e344cd6-5e33-42fe-a84f-d4b9e38116be · outbound

This paper cites an unresolved cited work.

KaFT: Knowledge-aware Fine-tuning for Boosting LLMs' Domain-specific Question-Answering Performance Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:22:51.309433Z

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 5f024d0f-d00c-408a-a11f-e6f43a117d90 · outbound

This paper cites an unresolved cited work.

KaFT: Knowledge-aware Fine-tuning for Boosting LLMs' Domain-specific Question-Answering Performance Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:22:51.166196Z

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 d0c01726-a67b-42d0-b544-aca9c6ec5e76 · outbound

This paper cites an unresolved cited work.

KaFT: Knowledge-aware Fine-tuning for Boosting LLMs' Domain-specific Question-Answering Performance Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:22:50.939797Z

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 b7bbe58a-3490-40f2-9964-887a86ee2721 · outbound

This paper cites an unresolved cited work.

KaFT: Knowledge-aware Fine-tuning for Boosting LLMs' Domain-specific Question-Answering Performance Unresolved cited work

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-07T15:22:47.453014Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 60015239-34ec-442f-86da-af2d2ffee99e · outbound

This paper cites an unresolved cited work.

KaFT: Knowledge-aware Fine-tuning for Boosting LLMs' Domain-specific Question-Answering Performance Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:22:50.766825Z

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 9daae0f1-bb0e-4ada-bd8f-dd9037ad23fe · outbound

This paper cites an unresolved cited work.

KaFT: Knowledge-aware Fine-tuning for Boosting LLMs' Domain-specific Question-Answering Performance Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:22:50.575006Z

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 fe1275b1-5779-4fad-9b1c-5a3930f0ca85 · outbound

This paper cites an unresolved cited work.

KaFT: Knowledge-aware Fine-tuning for Boosting LLMs' Domain-specific Question-Answering Performance Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:22:50.414349Z

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 95a66d0f-3894-4064-9b0d-284a0122ea47 · outbound

This paper cites an unresolved cited work.

KaFT: Knowledge-aware Fine-tuning for Boosting LLMs' Domain-specific Question-Answering Performance Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:22:50.225887Z

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 d28a9183-9459-43b3-9815-bbd800da0ce5 · outbound

This paper cites an unresolved cited work.

KaFT: Knowledge-aware Fine-tuning for Boosting LLMs' Domain-specific Question-Answering Performance Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:22:49.989119Z

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 5159094f-4ff5-48aa-b856-0d7e867a8e2b · outbound

This paper cites 60 Data Points are Sufficient to Fine-Tune LLMs for Question-Answering.

KaFT: Knowledge-aware Fine-tuning for Boosting LLMs' Domain-specific Question-Answering Performance 60 Data Points are Sufficient to Fine-Tune LLMs for Question-Answering

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-07T15:22:47.972065Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9d4ab242-0e98-49a6-9c71-39739e11f5e7 · outbound

This paper cites an unresolved cited work.

KaFT: Knowledge-aware Fine-tuning for Boosting LLMs' Domain-specific Question-Answering Performance Unresolved cited work

Reference 35

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:22:49.844278Z

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 7e4cd5a1-43e0-4c78-9d6e-7bfbefa58ee6 · outbound

This paper cites Enhancing Large Language Model Performance To Answer Questions and Extract Information More Accurately.

KaFT: Knowledge-aware Fine-tuning for Boosting LLMs' Domain-specific Question-Answering Performance Enhancing Large Language Model Performance To Answer Questions and Extract Information More Accurately

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-07T15:22:48.233252Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 958ac4a1-868b-4286-a0c4-0f97df49f3df · outbound

This paper cites A Survey of Large Language Models.

KaFT: Knowledge-aware Fine-tuning for Boosting LLMs' Domain-specific Question-Answering Performance A Survey of Large Language Models

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-07T15:22:48.308156Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d5f67520-0a1e-491a-8d86-eb7a00acfeba · outbound

This paper cites an unresolved cited work.

KaFT: Knowledge-aware Fine-tuning for Boosting LLMs' Domain-specific Question-Answering Performance Unresolved cited work

Reference 38

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:22:49.587123Z

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 8ed8104c-6303-4be1-a3de-888bc12ff1d5 · outbound

This paper cites an unresolved cited work.

KaFT: Knowledge-aware Fine-tuning for Boosting LLMs' Domain-specific Question-Answering Performance Unresolved cited work

Reference 39

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:22:49.361187Z

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 5f1124d4-0399-4922-ad01-73536ffed9f5 · outbound

This paper cites URL: " 'urlintro :=.

KaFT: Knowledge-aware Fine-tuning for Boosting LLMs' Domain-specific Question-Answering Performance URL: " 'urlintro :=

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-07T15:22:48.629712Z

Source-reported events for the cited work

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Observation 8cc8d2c4-27af-49ed-ad0c-fa5a9b83e9a8 · outbound

This paper cites write newline.

KaFT: Knowledge-aware Fine-tuning for Boosting LLMs' Domain-specific Question-Answering Performance write newline

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-07T15:22:48.717952Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.