Paper Citation Record · LEDGER

GAP: Graph-Assisted Prompts for Dialogue-based Medication Recommendation

As of 18 August 2026, this Paper Citation Record lists 47 of 47 outbound references and 0 inbound Pith citation observations for arXiv:2505.12888.

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

pith.paper-citation-record.v1
2505.12888 v1

Coverage vector

measured 47 of 47 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T20:28:59.538968Z

measured 47 of 47 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+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

47 of 47 outbound references displayed

verified exact5
verified fuzzy11
unresolved30
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 814b2c35-9c86-4e36-9949-c86f2abeecf3 · outbound

This paper cites an unresolved cited work.

GAP: Graph-Assisted Prompts for Dialogue-based Medication Recommendation Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:29:00.340015Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation e3584336-7413-4d91-9ead-3772977676c6 · outbound

This paper cites DISC-MedLLM: Bridging General Large Language Models and Real-World Medical Consultation.

GAP: Graph-Assisted Prompts for Dialogue-based Medication Recommendation DISC-MedLLM: Bridging General Large Language Models and Real-World Medical Consultation

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-15T20:28:59.368311Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e5303edb-00b9-4994-bcad-f4be1e9394b4 · outbound

This paper cites BianQue: Balancing the Questioning and Suggestion Ability of Health LLMs with Multi-turn Health Conversations Polished by ChatGPT.

GAP: Graph-Assisted Prompts for Dialogue-based Medication Recommendation BianQue: Balancing the Questioning and Suggestion Ability of Health LLMs with Multi-turn Health Conversations Polished by ChatGPT

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-15T20:28:59.371909Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 39103112-95bf-409d-b8c0-9521758abaea · outbound

This paper cites an unresolved cited work.

GAP: Graph-Assisted Prompts for Dialogue-based Medication Recommendation Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:29:00.328671Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation e0a92cdb-8b13-4c32-9473-a831d71dd5dc · outbound

This paper cites In: Findings of EMNLP.

GAP: Graph-Assisted Prompts for Dialogue-based Medication Recommendation In: Findings of EMNLP

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:29:00.317149Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation fcc4692c-207c-44c1-a6d6-8fcc1006f152 · outbound

This paper cites In: Findings of EMNLP.

GAP: Graph-Assisted Prompts for Dialogue-based Medication Recommendation In: Findings of EMNLP

Reference 6

Resolution: verified exact; doi, observed 2026-08-15T20:28:59.773572Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 33243771-3338-4cfb-85d1-92d4b6e4ba82 · outbound

This paper cites Retrieval-Augmented Generation for Large Language Models: A Survey.

GAP: Graph-Assisted Prompts for Dialogue-based Medication Recommendation Retrieval-Augmented Generation for Large Language Models: A Survey

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-15T20:28:59.389162Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 168a2175-1d4d-4c51-9238-46645574de09 · outbound

This paper cites an unresolved cited work.

GAP: Graph-Assisted Prompts for Dialogue-based Medication Recommendation Unresolved cited work

Reference 8

Resolution: verified exact; doi, observed 2026-08-15T20:28:59.752226Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation dca0ddf7-b017-4b79-af10-d34efc602364 · outbound

This paper cites A Survey of Large Language Models for Healthcare: from Data, Technology, and Applications to Accountability and Ethics.

GAP: Graph-Assisted Prompts for Dialogue-based Medication Recommendation A Survey of Large Language Models for Healthcare: from Data, Technology, and Applications to Accountability and Ethics

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-15T20:28:59.398867Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a123551d-33e6-45b9-b50c-19427b2a3a58 · outbound

This paper cites In: ICCL.

GAP: Graph-Assisted Prompts for Dialogue-based Medication Recommendation In: ICCL

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:29:00.306255Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 82710fee-f3cc-4cfd-ba5e-d80d6c644791 · outbound

This paper cites Mixtral of Experts.

GAP: Graph-Assisted Prompts for Dialogue-based Medication Recommendation Mixtral of Experts

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-15T20:28:59.408173Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e243f8ff-a25a-498d-b481-84602b131b2c · outbound

This paper cites HyKGE: A Hypothesis Knowledge Graph Enhanced Framework for Accurate and Reliable Medical LLMs Responses.

GAP: Graph-Assisted Prompts for Dialogue-based Medication Recommendation HyKGE: A Hypothesis Knowledge Graph Enhanced Framework for Accurate and Reliable Medical LLMs Responses

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-15T20:28:59.412893Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6a92189c-8c45-430d-b498-7ece2a3a7651 · outbound

This paper cites In: ICML.

GAP: Graph-Assisted Prompts for Dialogue-based Medication Recommendation In: ICML

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:29:00.294059Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 691aa2e2-3fdd-44a4-a718-6cafa50962c6 · outbound

This paper cites In: SIGKDD.

GAP: Graph-Assisted Prompts for Dialogue-based Medication Recommendation In: SIGKDD

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-15T20:28:59.419894Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 57d2c388-6597-4192-82ca-069b6e3c23d5 · outbound

This paper cites In: NeurIPS (2020).

GAP: Graph-Assisted Prompts for Dialogue-based Medication Recommendation In: NeurIPS (2020)

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:29:00.282025Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation eb9db6d0-758f-4236-959b-6e4e8d9c0366 · outbound

This paper cites Leveraging Large Language Model as Simulated Patients for Clinical Education.

GAP: Graph-Assisted Prompts for Dialogue-based Medication Recommendation Leveraging Large Language Model as Simulated Patients for Clinical Education

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-15T20:28:59.426247Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7cf01216-0601-4be3-b246-2cb317be4af5 · outbound

This paper cites Large Language Model Distilling Medication Recommendation Model.

GAP: Graph-Assisted Prompts for Dialogue-based Medication Recommendation Large Language Model Distilling Medication Recommendation Model

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-15T20:28:59.429369Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4a9c9fbe-cd39-4d48-af44-4a724a44c043 · outbound

This paper cites an unresolved cited work.

GAP: Graph-Assisted Prompts for Dialogue-based Medication Recommendation Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:29:00.269468Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 2fd69da1-2e99-4777-a16f-943e04751c5b · outbound

This paper cites an unresolved cited work.

GAP: Graph-Assisted Prompts for Dialogue-based Medication Recommendation Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:29:00.257804Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 04680ad9-5fb1-42a0-82d5-18c5a8facae1 · outbound

This paper cites In: Findings of EMNLP.

GAP: Graph-Assisted Prompts for Dialogue-based Medication Recommendation In: Findings of EMNLP

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:29:00.246215Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation ed6e907d-556c-4547-9acf-847ba0722be3 · outbound

This paper cites an unresolved cited work.

GAP: Graph-Assisted Prompts for Dialogue-based Medication Recommendation Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:29:00.232738Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 3e76db22-9dbe-434f-a66a-609608bf32ce · outbound

This paper cites In: Findings of EMNLP.

GAP: Graph-Assisted Prompts for Dialogue-based Medication Recommendation In: Findings of EMNLP

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-15T20:28:59.450727Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6eb6285c-f7ba-411f-b1b6-ee8f5cec3c82 · outbound

This paper cites In: AAAI.

GAP: Graph-Assisted Prompts for Dialogue-based Medication Recommendation In: AAAI

Reference 23

Resolution: verified exact; doi, observed 2026-08-15T20:28:59.695326Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation fd938dc8-5389-4bb6-9172-337d9d840b54 · outbound

This paper cites In: AAAI.

GAP: Graph-Assisted Prompts for Dialogue-based Medication Recommendation In: AAAI

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:29:00.220204Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation fdea1c3b-d2ac-47a4-bb14-d2c7ce66df7a · outbound

This paper cites In: AAAI.

GAP: Graph-Assisted Prompts for Dialogue-based Medication Recommendation In: AAAI

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:29:00.206445Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 7a47e204-6fb8-43fd-ab34-df79cae4f355 · outbound

This paper cites Medical Dialogue: A Survey of Categories, Methods, Evaluation and Challenges.

GAP: Graph-Assisted Prompts for Dialogue-based Medication Recommendation Medical Dialogue: A Survey of Categories, Methods, Evaluation and Challenges

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-15T20:28:59.465616Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f688d842-89b4-4f7c-b62b-3ae1161ebd01 · outbound

This paper cites Biomedical knowledge graph-optimized prompt generation for large language models.

GAP: Graph-Assisted Prompts for Dialogue-based Medication Recommendation Biomedical knowledge graph-optimized prompt generation for large language models

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-15T20:28:59.469615Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7fe11db3-73a1-4509-b529-c82b01dce279 · outbound

This paper cites A Comprehensive Survey of Hallucination Mitigation Techniques in Large Language Models.

GAP: Graph-Assisted Prompts for Dialogue-based Medication Recommendation A Comprehensive Survey of Hallucination Mitigation Techniques in Large Language Models

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-15T20:28:59.473180Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 47a7d5e6-a0e1-48a9-8e0e-86e6a53385d8 · outbound

This paper cites an unresolved cited work.

GAP: Graph-Assisted Prompts for Dialogue-based Medication Recommendation Unresolved cited work

Reference 29

Resolution: verified exact; doi, observed 2026-08-15T20:28:59.664832Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation ba3305e3-b44d-45f6-bfda-7bf103ca5c78 · outbound

This paper cites ClinicalGPT: Large Language Models Finetuned with Diverse Medical Data and Comprehensive Evaluation.

GAP: Graph-Assisted Prompts for Dialogue-based Medication Recommendation ClinicalGPT: Large Language Models Finetuned with Diverse Medical Data and Comprehensive Evaluation

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-15T20:28:59.480153Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f781ff2d-e864-4ba9-83dc-c94cb977207e · outbound

This paper cites ChatCAD: Interactive Computer-Aided Diagnosis on Medical Image using Large Language Models.

GAP: Graph-Assisted Prompts for Dialogue-based Medication Recommendation ChatCAD: Interactive Computer-Aided Diagnosis on Medical Image using Large Language Models

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-15T20:28:59.483237Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2dcb8d75-4fde-4328-b7ef-5cb8fb956c9a · outbound

This paper cites In: NeurIPS (2022).

GAP: Graph-Assisted Prompts for Dialogue-based Medication Recommendation In: NeurIPS (2022)

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:29:00.193754Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 64205a6b-5a88-4cc3-b5b6-87572cebfb1f · outbound

This paper cites ChatIE: Zero-Shot Information Extraction via Chatting with ChatGPT.

GAP: Graph-Assisted Prompts for Dialogue-based Medication Recommendation ChatIE: Zero-Shot Information Extraction via Chatting with ChatGPT

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-15T20:28:59.491127Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1be44c62-f0a7-4fc7-b536-ec6c0574e685 · outbound

This paper cites DoctorGLM: Fine-tuning your Chinese Doctor is not a Herculean Task.

GAP: Graph-Assisted Prompts for Dialogue-based Medication Recommendation DoctorGLM: Fine-tuning your Chinese Doctor is not a Herculean Task

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-15T20:28:59.494965Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 26453e02-809a-4f19-9983-4565e524ae79 · outbound

This paper cites In: EMNLP.

GAP: Graph-Assisted Prompts for Dialogue-based Medication Recommendation In: EMNLP

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:29:00.180468Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 2af4646d-4354-4571-9501-8904db4475e3 · outbound

This paper cites RECOMP: Improving Retrieval-Augmented LMs with Compression and Selective Augmentation.

GAP: Graph-Assisted Prompts for Dialogue-based Medication Recommendation RECOMP: Improving Retrieval-Augmented LMs with Compression and Selective Augmentation

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-15T20:28:59.502673Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c7f4bd45-9ac5-4b65-8726-e93f26dc5b2e · outbound

This paper cites In: Findings of ACL.

GAP: Graph-Assisted Prompts for Dialogue-based Medication Recommendation In: Findings of ACL

Reference 37

Resolution: verified exact; doi, observed 2026-08-15T20:28:59.606836Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 6468bca3-a0b9-45c5-aa2b-85b7c91f020e · outbound

This paper cites In: CIKM.

GAP: Graph-Assisted Prompts for Dialogue-based Medication Recommendation In: CIKM

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-15T20:28:59.510650Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e0b5c874-ac09-4991-bbd0-842c97cf56af · outbound

This paper cites Making Retrieval-Augmented Language Models Robust to Irrelevant Context.

GAP: Graph-Assisted Prompts for Dialogue-based Medication Recommendation Making Retrieval-Augmented Language Models Robust to Irrelevant Context

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-15T20:28:59.513787Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b86806f9-6606-4132-8136-6143fdcb6cdb · outbound

This paper cites Almanac: Retrieval-Augmented Language Models for Clinical Medicine.

GAP: Graph-Assisted Prompts for Dialogue-based Medication Recommendation Almanac: Retrieval-Augmented Language Models for Clinical Medicine

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-15T20:28:59.517139Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 84799b2c-52b2-4129-b84f-1c01cc5279f5 · outbound

This paper cites In: EMNLP.

GAP: Graph-Assisted Prompts for Dialogue-based Medication Recommendation In: EMNLP

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-15T20:28:59.520732Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 22f1dd3c-7a2c-4bc8-aa2d-f95c8ec176db · outbound

This paper cites In: Findings of EMNLP.

GAP: Graph-Assisted Prompts for Dialogue-based Medication Recommendation In: Findings of EMNLP

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:29:00.166817Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 0ebfcf27-4b2f-46c9-bb27-8c9a6851772c · outbound

This paper cites In: SIGKDD.

GAP: Graph-Assisted Prompts for Dialogue-based Medication Recommendation In: SIGKDD

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-15T20:28:59.526485Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5083ee78-d0a0-432c-9aba-1c66faaea1ef · outbound

This paper cites In: HPCC.

GAP: Graph-Assisted Prompts for Dialogue-based Medication Recommendation In: HPCC

Reference 44

Resolution: malformed identifier; doi_truncated, observed 2026-08-15T20:28:59.920982Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 242374e3-ec30-4631-a368-60ab3d43180d · outbound

This paper cites an unresolved cited work.

GAP: Graph-Assisted Prompts for Dialogue-based Medication Recommendation Unresolved cited work

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-15T20:28:59.532274Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d116b120-cebf-4dab-b6a3-fd649eafe532 · outbound

This paper cites Take a Step Back: Evoking Reasoning via Abstraction in Large Language Models.

GAP: Graph-Assisted Prompts for Dialogue-based Medication Recommendation Take a Step Back: Evoking Reasoning via Abstraction in Large Language Models

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-15T20:28:59.534892Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 03260b44-82a6-444c-a5bf-30d6cac2bb34 · outbound

This paper cites patient claims positive.

GAP: Graph-Assisted Prompts for Dialogue-based Medication Recommendation patient claims positive

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:29:00.152323Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Pith citing papers

No inbound Pith citation observations are available.