Paper Citation Record · LEDGER

Single LLM, Multiple Roles: A Unified Retrieval-Augmented Generation Framework Using Role-Specific Token Optimization

As of 22 August 2026, this Paper Citation Record lists 46 of 46 outbound references and 1 inbound Pith citation observation for arXiv:2505.15444.

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

pith.paper-citation-record.v1
2505.15444 v1

Coverage vector

measured 46 of 46 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T15:21:28.050692Z

measured 47 of 47 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-16T19:14:25.283645Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-16T19:14:25.376087Z

Reference resolution

46 of 46 outbound references displayed

verified exact3
verified fuzzy1
unresolved40
parse uncertain0
malformed identifier1
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation dc16f3de-b3a0-4000-816d-a8ce051b63e4 · outbound

This paper cites Knoblock, and Wei - Min Shen.

Single LLM, Multiple Roles: A Unified Retrieval-Augmented Generation Framework Using Role-Specific Token Optimization Knoblock, and Wei - Min Shen

Reference 1

Resolution: verified exact; doi, observed 2026-08-07T15:21:28.834439Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 2583cf5c-d594-4d58-a217-5b040421708f · outbound

This paper cites an unresolved cited work.

Single LLM, Multiple Roles: A Unified Retrieval-Augmented Generation Framework Using Role-Specific Token Optimization Unresolved cited work

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-07T15:21:23.588190Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dd14cc17-b194-4c81-9746-1229d17be3f9 · outbound

This paper cites an unresolved cited work.

Single LLM, Multiple Roles: A Unified Retrieval-Augmented Generation Framework Using Role-Specific Token Optimization Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-07T15:21:23.698702Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aa4dce1b-c5bb-4cbf-bf69-d0da21eb72b2 · outbound

This paper cites an unresolved cited work.

Single LLM, Multiple Roles: A Unified Retrieval-Augmented Generation Framework Using Role-Specific Token Optimization Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-07T15:21:23.847667Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4366e26c-26c6-4eca-8845-cd7c73731d9d · outbound

This paper cites an unresolved cited work.

Single LLM, Multiple Roles: A Unified Retrieval-Augmented Generation Framework Using Role-Specific Token Optimization Unresolved cited work

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-07T15:21:23.961522Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2bd4704f-2b60-49ec-a320-90ef65b1af70 · outbound

This paper cites RQ-RAG: Learning to Refine Queries for Retrieval Augmented Generation.

Single LLM, Multiple Roles: A Unified Retrieval-Augmented Generation Framework Using Role-Specific Token Optimization RQ-RAG: Learning to Refine Queries for Retrieval Augmented Generation

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-07T15:21:24.101750Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0c24a440-4c70-4241-a6dc-f801c3954503 · outbound

This paper cites an unresolved cited work.

Single LLM, Multiple Roles: A Unified Retrieval-Augmented Generation Framework Using Role-Specific Token Optimization Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T15:21:24.252713Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6162018d-4221-4919-9873-695836e4bea3 · outbound

This paper cites DeepSeek-V3 Technical Report.

Single LLM, Multiple Roles: A Unified Retrieval-Augmented Generation Framework Using Role-Specific Token Optimization DeepSeek-V3 Technical Report

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T15:21:24.329484Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 65357247-534a-4028-9cf0-aa41b2d876a4 · outbound

This paper cites The Llama 3 Herd of Models.

Single LLM, Multiple Roles: A Unified Retrieval-Augmented Generation Framework Using Role-Specific Token Optimization The Llama 3 Herd of Models

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-07T15:21:24.434426Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9bd5d83d-6e89-43b7-8945-f0009a7a9a94 · outbound

This paper cites TRACE the Evidence: Constructing Knowledge-Grounded Reasoning Chains for Retrieval-Augmented Generation.

Single LLM, Multiple Roles: A Unified Retrieval-Augmented Generation Framework Using Role-Specific Token Optimization TRACE the Evidence: Constructing Knowledge-Grounded Reasoning Chains for Retrieval-Augmented Generation

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T15:21:24.546213Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 58368cd1-b2cf-4813-8048-a6c66daa748f · outbound

This paper cites an unresolved cited work.

Single LLM, Multiple Roles: A Unified Retrieval-Augmented Generation Framework Using Role-Specific Token Optimization Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T15:21:24.653242Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 18b51bcc-428c-4332-99ad-2512c9d149c7 · outbound

This paper cites an unresolved cited work.

Single LLM, Multiple Roles: A Unified Retrieval-Augmented Generation Framework Using Role-Specific Token Optimization Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T15:21:24.761060Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 542bf45a-57f1-476f-b45e-3358bbf30061 · outbound

This paper cites an unresolved cited work.

Single LLM, Multiple Roles: A Unified Retrieval-Augmented Generation Framework Using Role-Specific Token Optimization Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T15:21:24.860083Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b242addc-00d8-4903-9d22-7edc01ef205a · outbound

This paper cites Xu, Luyu Gao, Zhiqing Sun, Qian Liu, Jane Dwivedi - Yu, Yiming Yang, Jamie Callan, and Graham Neubig.

Single LLM, Multiple Roles: A Unified Retrieval-Augmented Generation Framework Using Role-Specific Token Optimization Xu, Luyu Gao, Zhiqing Sun, Qian Liu, Jane Dwivedi - Yu, Yiming Yang, Jamie Callan, and Graham Neubig

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-07T15:21:24.935620Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 467f603e-02f7-4f18-b3f9-b85963d5d1d0 · outbound

This paper cites FlashRAG: A Modular Toolkit for Efficient Retrieval-Augmented Generation Research.

Single LLM, Multiple Roles: A Unified Retrieval-Augmented Generation Framework Using Role-Specific Token Optimization FlashRAG: A Modular Toolkit for Efficient Retrieval-Augmented Generation Research

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T15:21:25.045823Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 08a070e3-0f7b-443b-8b61-4d9fb4e68ac9 · outbound

This paper cites BIDER: Bridging Knowledge Inconsistency for Efficient Retrieval-Augmented LLMs via Key Supporting Evidence.

Single LLM, Multiple Roles: A Unified Retrieval-Augmented Generation Framework Using Role-Specific Token Optimization BIDER: Bridging Knowledge Inconsistency for Efficient Retrieval-Augmented LLMs via Key Supporting Evidence

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-07T15:21:25.162617Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c3aeb3fb-066d-427d-9187-44d9b714bb57 · outbound

This paper cites AutoRAG: Automated Framework for optimization of Retrieval Augmented Generation Pipeline.

Single LLM, Multiple Roles: A Unified Retrieval-Augmented Generation Framework Using Role-Specific Token Optimization AutoRAG: Automated Framework for optimization of Retrieval Augmented Generation Pipeline

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-07T15:21:25.260175Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 00d921fd-50f5-41b6-8dd1-5b1752557fc2 · outbound

This paper cites an unresolved cited work.

Single LLM, Multiple Roles: A Unified Retrieval-Augmented Generation Framework Using Role-Specific Token Optimization Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:21:30.244235Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 63ec0b22-a743-4413-8b19-5fa496da5d4c · outbound

This paper cites u ttler, Mike Lewis, Wen - tau Yih, Tim Rockt \.

Single LLM, Multiple Roles: A Unified Retrieval-Augmented Generation Framework Using Role-Specific Token Optimization u ttler, Mike Lewis, Wen - tau Yih, Tim Rockt \

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-07T15:21:25.441318Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9b3d33f8-47ea-4edc-8d0d-674d2d09350c · outbound

This paper cites an unresolved cited work.

Single LLM, Multiple Roles: A Unified Retrieval-Augmented Generation Framework Using Role-Specific Token Optimization Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-07T15:21:25.557989Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 19f6d107-051e-45e5-b1c2-6183809809ac · outbound

This paper cites an unresolved cited work.

Single LLM, Multiple Roles: A Unified Retrieval-Augmented Generation Framework Using Role-Specific Token Optimization Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-07T15:21:25.698820Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b5575d9f-a3ce-41f3-ad81-14d032a18a66 · outbound

This paper cites an unresolved cited work.

Single LLM, Multiple Roles: A Unified Retrieval-Augmented Generation Framework Using Role-Specific Token Optimization Unresolved cited work

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-07T15:21:25.775212Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e323db26-0560-406f-b7d3-2beb8cde0b8b · outbound

This paper cites GPT-4 Technical Report.

Single LLM, Multiple Roles: A Unified Retrieval-Augmented Generation Framework Using Role-Specific Token Optimization GPT-4 Technical Report

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-07T15:21:25.900529Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 73439593-bc12-4425-a7cc-066b8fe00aca · outbound

This paper cites Yang, Zachary DeVito, Martin Raison, Alykhan Tejani, Sasank Chilamkurthy, Benoit Steiner, Lu Fang, Junjie Bai, and Soumith Chintala.

Single LLM, Multiple Roles: A Unified Retrieval-Augmented Generation Framework Using Role-Specific Token Optimization Yang, Zachary DeVito, Martin Raison, Alykhan Tejani, Sasank Chilamkurthy, Benoit Steiner, Lu Fang, Junjie Bai, and Soumith Chintala

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:21:30.087334Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation cc8efab8-5fca-4cf2-bc16-46e9c07f3abc · outbound

This paper cites an unresolved cited work.

Single LLM, Multiple Roles: A Unified Retrieval-Augmented Generation Framework Using Role-Specific Token Optimization Unresolved cited work

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-07T15:21:26.089369Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4fe9cabd-a1f7-4116-9628-b6c3ea22b61f · outbound

This paper cites Smith, and Mike Lewis.

Single LLM, Multiple Roles: A Unified Retrieval-Augmented Generation Framework Using Role-Specific Token Optimization Smith, and Mike Lewis

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-07T15:21:26.169119Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 768a781f-9d6c-4d50-b7a9-10ffc642c93f · outbound

This paper cites an unresolved cited work.

Single LLM, Multiple Roles: A Unified Retrieval-Augmented Generation Framework Using Role-Specific Token Optimization Unresolved cited work

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-07T15:21:26.261351Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4cc4aa3e-4b91-437a-b08f-ecdeff12f27f · outbound

This paper cites an unresolved cited work.

Single LLM, Multiple Roles: A Unified Retrieval-Augmented Generation Framework Using Role-Specific Token Optimization Unresolved cited work

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-07T15:21:26.375745Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ee76972f-c2b9-4daa-bd95-2a08b06dc72d · outbound

This paper cites an unresolved cited work.

Single LLM, Multiple Roles: A Unified Retrieval-Augmented Generation Framework Using Role-Specific Token Optimization Unresolved cited work

Reference 29

Resolution: verified exact; doi, observed 2026-08-07T15:21:28.530316Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 4a1ebc9c-2f1c-4c9f-9863-15ad19be6d2f · outbound

This paper cites an unresolved cited work.

Single LLM, Multiple Roles: A Unified Retrieval-Augmented Generation Framework Using Role-Specific Token Optimization Unresolved cited work

Reference 30

Resolution: malformed identifier; no resolver link, observed 2026-08-07T15:21:26.562937Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6fbf0ba6-f84a-4797-8240-41dfa28771b8 · outbound

This paper cites an unresolved cited work.

Single LLM, Multiple Roles: A Unified Retrieval-Augmented Generation Framework Using Role-Specific Token Optimization Unresolved cited work

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-07T15:21:26.676999Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c47b9d94-4df5-4dee-aa90-6723542cfa90 · outbound

This paper cites Solving math word problems with process- and outcome-based feedback.

Single LLM, Multiple Roles: A Unified Retrieval-Augmented Generation Framework Using Role-Specific Token Optimization Solving math word problems with process- and outcome-based feedback

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-07T15:21:26.750621Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8f0dc097-8ae3-4640-85e2-9b54dec04316 · outbound

This paper cites Plan*RAG: Efficient Test-Time Planning for Retrieval Augmented Generation.

Single LLM, Multiple Roles: A Unified Retrieval-Augmented Generation Framework Using Role-Specific Token Optimization Plan*RAG: Efficient Test-Time Planning for Retrieval Augmented Generation

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-07T15:21:26.830290Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c75c503b-61f7-4713-837a-ec191958b66f · outbound

This paper cites an unresolved cited work.

Single LLM, Multiple Roles: A Unified Retrieval-Augmented Generation Framework Using Role-Specific Token Optimization Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:21:29.895668Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation ce72fa6c-31f5-40fa-a2fc-f18593caee59 · outbound

This paper cites Text Embeddings by Weakly-Supervised Contrastive Pre-training.

Single LLM, Multiple Roles: A Unified Retrieval-Augmented Generation Framework Using Role-Specific Token Optimization Text Embeddings by Weakly-Supervised Contrastive Pre-training

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-07T15:21:27.021751Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3df5c796-1505-460d-8e95-817f9fe955d4 · outbound

This paper cites an unresolved cited work.

Single LLM, Multiple Roles: A Unified Retrieval-Augmented Generation Framework Using Role-Specific Token Optimization Unresolved cited work

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-07T15:21:27.127032Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 00c198fe-6cf8-4892-953c-4e60c1376d43 · outbound

This paper cites an unresolved cited work.

Single LLM, Multiple Roles: A Unified Retrieval-Augmented Generation Framework Using Role-Specific Token Optimization Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:21:29.690164Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 16d691b4-025f-4852-96ca-30ad97da743d · outbound

This paper cites Bruce Croft.

Single LLM, Multiple Roles: A Unified Retrieval-Augmented Generation Framework Using Role-Specific Token Optimization Bruce Croft

Reference 38

Resolution: metadata mismatch; raw_fallback, observed 2026-08-07T15:21:29.097105Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 5254374a-71bc-4f55-b21f-6261e1164faf · outbound

This paper cites Cohen, Ruslan Salakhutdinov, and Christopher D.

Single LLM, Multiple Roles: A Unified Retrieval-Augmented Generation Framework Using Role-Specific Token Optimization Cohen, Ruslan Salakhutdinov, and Christopher D

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-07T15:21:27.431994Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7781522e-ff93-422e-9fed-60c7d76244cc · outbound

This paper cites an unresolved cited work.

Single LLM, Multiple Roles: A Unified Retrieval-Augmented Generation Framework Using Role-Specific Token Optimization Unresolved cited work

Reference 40

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:21:29.528100Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 53eb01ae-550e-4cca-8ee1-0f7e4411afb4 · outbound

This paper cites an unresolved cited work.

Single LLM, Multiple Roles: A Unified Retrieval-Augmented Generation Framework Using Role-Specific Token Optimization Unresolved cited work

Reference 41

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:21:29.339845Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 2bb8a11a-f33d-4bdf-9c23-608378e1c661 · outbound

This paper cites an unresolved cited work.

Single LLM, Multiple Roles: A Unified Retrieval-Augmented Generation Framework Using Role-Specific Token Optimization Unresolved cited work

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-07T15:21:27.667695Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0a522bdd-aad3-469d-bb46-5c26064ce5ee · outbound

This paper cites RAGLAB: A Modular and Research-Oriented Unified Framework for Retrieval-Augmented Generation.

Single LLM, Multiple Roles: A Unified Retrieval-Augmented Generation Framework Using Role-Specific Token Optimization RAGLAB: A Modular and Research-Oriented Unified Framework for Retrieval-Augmented Generation

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-07T15:21:27.744573Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5892382b-cd00-47a3-b9c0-7c47eca7b1e1 · outbound

This paper cites an unresolved cited work.

Single LLM, Multiple Roles: A Unified Retrieval-Augmented Generation Framework Using Role-Specific Token Optimization Unresolved cited work

Reference 44

Resolution: verified exact; doi, observed 2026-08-07T15:21:28.311441Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 25ac31ce-cd19-4c70-9eb8-e6f6dcfc9203 · outbound

This paper cites online" 'onlinestring :=.

Single LLM, Multiple Roles: A Unified Retrieval-Augmented Generation Framework Using Role-Specific Token Optimization online" 'onlinestring :=

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-07T15:21:27.961338Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1d24b162-0294-4f1a-a0f4-39c0c5981a1b · outbound

This paper cites write newline.

Single LLM, Multiple Roles: A Unified Retrieval-Augmented Generation Framework Using Role-Specific Token Optimization write newline

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-07T15:21:28.050692Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation cd5cfd2d-030a-44f8-8fba-b3d599619f85 · inbound

WebThinker: Empowering Large Reasoning Models with Deep Research Capability cites this paper.

WebThinker: Empowering Large Reasoning Models with Deep Research Capability Single LLM, Multiple Roles: A Unified Retrieval-Augmented Generation Framework Using Role-Specific Token Optimization

Reference 71

Resolution: verified exact; arxiv_id, observed 2026-05-16T19:14:25.377793Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.