Paper Citation Record · LEDGER

Evidence-in-the-Loop: Trace-Driven Optimization for Customer-Service LLM Agents

As of 10 August 2026, this Paper Citation Record lists 33 of 33 outbound references and 0 inbound Pith citation observations for arXiv:2607.18039.

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

pith.paper-citation-record.v1
2607.18039 v1

Coverage vector

measured 33 of 33 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-01T16:21:12.922712Z

measured 33 of 33 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+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

33 of 33 outbound references displayed

verified exact2
verified fuzzy0
unresolved28
parse uncertain0
malformed identifier3
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation a6d8e624-dea7-4737-b2b1-1c678327ad90 · outbound

This paper cites an unresolved cited work.

Evidence-in-the-Loop: Trace-Driven Optimization for Customer-Service LLM Agents Unresolved cited work

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-01T16:21:11.350369Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e6b60ceb-6927-4194-9c21-479cc441022e · outbound

This paper cites an unresolved cited work.

Evidence-in-the-Loop: Trace-Driven Optimization for Customer-Service LLM Agents Unresolved cited work

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-01T16:21:11.371347Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2c63081d-3c7d-4df6-8d99-fa30e3fc5f5f · outbound

This paper cites an unresolved cited work.

Evidence-in-the-Loop: Trace-Driven Optimization for Customer-Service LLM Agents Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-01T16:21:11.390133Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3c6e97a9-e0f2-412d-a813-b6e8287aa367 · outbound

This paper cites an unresolved cited work.

Evidence-in-the-Loop: Trace-Driven Optimization for Customer-Service LLM Agents Unresolved cited work

Reference 4

Resolution: malformed identifier; no resolver link, observed 2026-08-01T16:21:11.467032Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 78a99d04-b4e7-4d87-842d-c1caa124bfc9 · outbound

This paper cites an unresolved cited work.

Evidence-in-the-Loop: Trace-Driven Optimization for Customer-Service LLM Agents Unresolved cited work

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-01T16:21:11.601184Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 25ac5d17-6049-4466-905c-b418dde9ccae · outbound

This paper cites Cormack, Charles L.

Evidence-in-the-Loop: Trace-Driven Optimization for Customer-Service LLM Agents Cormack, Charles L

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-01T16:21:11.804023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 948d9995-98a1-4ab6-912f-efea287fee84 · outbound

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

Evidence-in-the-Loop: Trace-Driven Optimization for Customer-Service LLM Agents Retrieval-Augmented Generation for Large Language Models: A Survey

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-01T16:21:11.962540Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0938afe4-fd69-4611-bbf0-428a7c772e93 · outbound

This paper cites an unresolved cited work.

Evidence-in-the-Loop: Trace-Driven Optimization for Customer-Service LLM Agents Unresolved cited work

Reference 8

Resolution: malformed identifier; no resolver link, observed 2026-08-01T16:21:12.124406Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b15422f9-2135-49e7-8275-11701be21ce4 · outbound

This paper cites an unresolved cited work.

Evidence-in-the-Loop: Trace-Driven Optimization for Customer-Service LLM Agents Unresolved cited work

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-01T16:21:12.275189Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 30c26652-8e5d-457f-9107-b869e572a9ab · outbound

This paper cites an unresolved cited work.

Evidence-in-the-Loop: Trace-Driven Optimization for Customer-Service LLM Agents Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-01T16:21:12.495612Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 01ab2259-8bfe-497f-9517-41b8876b0e17 · outbound

This paper cites an unresolved cited work.

Evidence-in-the-Loop: Trace-Driven Optimization for Customer-Service LLM Agents Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-01T16:21:12.593144Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 20e4a520-c720-4cca-b97a-84b9c43f1cd2 · outbound

This paper cites an unresolved cited work.

Evidence-in-the-Loop: Trace-Driven Optimization for Customer-Service LLM Agents Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-01T16:21:12.689123Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e57d2363-dbaf-4b74-bfa3-d4e9e1e34049 · outbound

This paper cites an unresolved cited work.

Evidence-in-the-Loop: Trace-Driven Optimization for Customer-Service LLM Agents Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-01T16:21:12.788710Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 277054b9-5bcc-4bc8-aa23-d39fb443638f · outbound

This paper cites an unresolved cited work.

Evidence-in-the-Loop: Trace-Driven Optimization for Customer-Service LLM Agents Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-01T16:21:12.849554Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 36365453-0953-4c0c-8317-d9d92c43138b · outbound

This paper cites Passage Re-ranking with BERT.

Evidence-in-the-Loop: Trace-Driven Optimization for Customer-Service LLM Agents Passage Re-ranking with BERT

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-01T16:21:12.853821Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ab2b067c-9a9a-482f-b28e-a335e0b9c2c5 · outbound

This paper cites an unresolved cited work.

Evidence-in-the-Loop: Trace-Driven Optimization for Customer-Service LLM Agents Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-01T16:21:12.858566Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 055ad55a-c59c-4e29-8c53-6a5496d75409 · outbound

This paper cites an unresolved cited work.

Evidence-in-the-Loop: Trace-Driven Optimization for Customer-Service LLM Agents Unresolved cited work

Reference 17

Resolution: malformed identifier; no resolver link, observed 2026-08-01T16:21:12.862960Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 23e7c16d-0a63-4043-b81a-da4c3350116a · outbound

This paper cites an unresolved cited work.

Evidence-in-the-Loop: Trace-Driven Optimization for Customer-Service LLM Agents Unresolved cited work

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-01T16:21:12.867610Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4750521f-ec08-4675-a739-7d7b293f5e94 · outbound

This paper cites Toolformer: Language Models Can Teach Themselves to Use Tools.

Evidence-in-the-Loop: Trace-Driven Optimization for Customer-Service LLM Agents Toolformer: Language Models Can Teach Themselves to Use Tools

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-01T16:21:12.871639Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 185059fa-ffd4-4b47-a4c8-ac137cd695b7 · outbound

This paper cites Reflexion: Language Agents with Verbal Reinforcement Learning.

Evidence-in-the-Loop: Trace-Driven Optimization for Customer-Service LLM Agents Reflexion: Language Agents with Verbal Reinforcement Learning

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-01T16:21:12.875880Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 06f2be73-f709-4fca-b9bf-65a00dee46de · outbound

This paper cites Agentic Retrieval-Augmented Generation: A Survey on Agentic RAG.

Evidence-in-the-Loop: Trace-Driven Optimization for Customer-Service LLM Agents Agentic Retrieval-Augmented Generation: A Survey on Agentic RAG

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-01T16:21:12.880287Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ba1bfa52-05fd-4a6f-9876-cbd413649c1d · outbound

This paper cites an unresolved cited work.

Evidence-in-the-Loop: Trace-Driven Optimization for Customer-Service LLM Agents Unresolved cited work

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-01T16:21:12.884661Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ab4362e2-a6af-4358-a40a-e901135ee63b · outbound

This paper cites an unresolved cited work.

Evidence-in-the-Loop: Trace-Driven Optimization for Customer-Service LLM Agents Unresolved cited work

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-01T16:21:12.888856Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6f8e2b89-fc6d-4b22-a764-2925c14a3116 · outbound

This paper cites Rojas- Barahona, Pei-Hao Su, Stefan Ultes, and Steve Young.

Evidence-in-the-Loop: Trace-Driven Optimization for Customer-Service LLM Agents Rojas- Barahona, Pei-Hao Su, Stefan Ultes, and Steve Young

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-01T16:21:12.892802Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f6cc9733-de86-48a8-a7a0-2e2301b2911a · outbound

This paper cites an unresolved cited work.

Evidence-in-the-Loop: Trace-Driven Optimization for Customer-Service LLM Agents Unresolved cited work

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-01T16:21:12.896942Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 58d81e24-7e05-41ba-a977-fbd0f1cdff57 · outbound

This paper cites an unresolved cited work.

Evidence-in-the-Loop: Trace-Driven Optimization for Customer-Service LLM Agents Unresolved cited work

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-01T16:21:12.901010Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d396b869-019c-4d7d-abec-9a2f73f2f450 · outbound

This paper cites Corrective Retrieval Augmented Generation.

Evidence-in-the-Loop: Trace-Driven Optimization for Customer-Service LLM Agents Corrective Retrieval Augmented Generation

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-01T16:21:12.905631Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1d94ec3a-45b3-42ea-9560-ff6b8159723d · outbound

This paper cites an unresolved cited work.

Evidence-in-the-Loop: Trace-Driven Optimization for Customer-Service LLM Agents Unresolved cited work

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-01T16:21:12.910273Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bfbae4c1-43bc-4978-9d16-88d4d04ab1af · outbound

This paper cites Williams.

Evidence-in-the-Loop: Trace-Driven Optimization for Customer-Service LLM Agents Williams

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-01T16:21:12.914193Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ff3475ef-0b10-4989-978c-acaf1641dd49 · outbound

This paper cites an unresolved cited work.

Evidence-in-the-Loop: Trace-Driven Optimization for Customer-Service LLM Agents Unresolved cited work

Reference 30

Resolution: verified exact; doi, observed 2026-08-01T16:24:13.207788Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation c490a2b7-45f1-4cad-b2bb-627f93d84ba9 · outbound

This paper cites Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering.

Evidence-in-the-Loop: Trace-Driven Optimization for Customer-Service LLM Agents Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-01T16:21:12.922712Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a247db85-f954-4970-8784-47fa17b0569e · outbound

This paper cites InProceedings of the Second Workshop on Natural Language Interfaces.

Evidence-in-the-Loop: Trace-Driven Optimization for Customer-Service LLM Agents InProceedings of the Second Workshop on Natural Language Interfaces

Reference 2023

Resolution: verified exact; doi, observed 2026-08-01T16:24:13.672793Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 45adbc17-3fca-402c-8cae-f57993130ee0 · outbound

This paper cites InProceedings of the 2024 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies (Volume 1: Long Papers).

Evidence-in-the-Loop: Trace-Driven Optimization for Customer-Service LLM Agents InProceedings of the 2024 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies (Volume 1: Long Papers)

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-01T16:21:12.429871Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.