Paper Citation Record · LEDGER

Multi-turn Natural Language to Graph Query Language Translation

As of 7 August 2026, this Paper Citation Record lists 16 of 16 outbound references and 0 inbound Pith citation observations for arXiv:2508.01871.

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

pith.paper-citation-record.v1
2508.01871 v1

Coverage vector

measured 16 of 16 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T05:26:38.155610Z

measured 16 of 16 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-06T06:34:29.942622+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

16 of 16 outbound references displayed

verified exact0
verified fuzzy10
unresolved6
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation c03a6301-e819-4b22-bf1e-d62ec4f3be8b · outbound

This paper cites The question should be conversational in style, incorporating ellipses, omissions, and vague expressions wherever appropriate.

Multi-turn Natural Language to Graph Query Language Translation The question should be conversational in style, incorporating ellipses, omissions, and vague expressions wherever appropriate

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T05:26:40.931874Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 1915e1ea-efdb-47ac-b4d5-774ccc9e2738 · outbound

This paper cites an unresolved cited work.

Multi-turn Natural Language to Graph Query Language Translation Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-06T05:26:40.765534Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation e973186f-0aae-4b54-8b1e-9d65fb3e7521 · outbound

This paper cites If there is existing dialogue, generate a follow-up question that aligns with the provided question expansion pattern.

Multi-turn Natural Language to Graph Query Language Translation If there is existing dialogue, generate a follow-up question that aligns with the provided question expansion pattern

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T05:26:40.590726Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 981286e4-5c0e-4728-b91c-86c83fcd09cf · outbound

This paper cites an unresolved cited work.

Multi-turn Natural Language to Graph Query Language Translation Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-06T05:26:40.365916Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 25d472fd-9918-42db-88df-a211b42092b5 · outbound

This paper cites The formal question should be a disam- biguated version of the raw question, clarified and free of placeholders or references.

Multi-turn Natural Language to Graph Query Language Translation The formal question should be a disam- biguated version of the raw question, clarified and free of placeholders or references

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T05:26:40.157045Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 64362036-873a-43f2-aa28-3ef0c6686c09 · outbound

This paper cites an unresolved cited work.

Multi-turn Natural Language to Graph Query Language Translation Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-06T05:26:39.943997Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 5dfa763c-7c2f-4c21-963c-a4f68e0c16f6 · outbound

This paper cites an unresolved cited work.

Multi-turn Natural Language to Graph Query Language Translation Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-06T05:26:39.770772Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 78b0d837-32e3-4a6d-a734-b92565e25f9a · outbound

This paper cites Question.

Multi-turn Natural Language to Graph Query Language Translation Question

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T05:26:39.571505Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation a0a00d1a-3f48-4544-a22a-971183b8229d · outbound

This paper cites This is especially problematic in ICL-AS and FT-AS, which must reason over the en- tire schema without contextual focus.

Multi-turn Natural Language to Graph Query Language Translation This is especially problematic in ICL-AS and FT-AS, which must reason over the en- tire schema without contextual focus

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T05:26:39.343182Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 19c47f06-a19c-4ef5-b00c-fac16afbe1aa · outbound

This paper cites What about its sub- sidiaries?.

Multi-turn Natural Language to Graph Query Language Translation What about its sub- sidiaries?

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T05:26:39.088543Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 207f3cdc-f433-40dd-9090-94de93312e52 · outbound

This paper cites Common examples include incorrect filtering conditions, missing relation con- straints, or reversed edges.

Multi-turn Natural Language to Graph Query Language Translation Common examples include incorrect filtering conditions, missing relation con- straints, or reversed edges

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T05:26:38.855297Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 58b867d4-26a0-4f29-99ab-9d602b5a76c0 · outbound

This paper cites How about their latest in- vestment?.

Multi-turn Natural Language to Graph Query Language Translation How about their latest in- vestment?

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T05:26:38.648362Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 3292fed3-9583-4b5a-acd0-5065fec9a05f · outbound

This paper cites The DA method mitigates this partially using its GQL Refiner module, but residual issues persist due to imperfect execution feedback alignment.

Multi-turn Natural Language to Graph Query Language Translation The DA method mitigates this partially using its GQL Refiner module, but residual issues persist due to imperfect execution feedback alignment

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T05:26:38.457053Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 2b36fc04-15f1-4077-87df-8c694239d9a1 · outbound

This paper cites A Survey on Data Augmentation in Large Model Era.

Multi-turn Natural Language to Graph Query Language Translation A Survey on Data Augmentation in Large Model Era

Reference 191

Resolution: unresolved; no resolver link, observed 2026-08-06T05:26:36.882364Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 23e6a7cc-c046-45fc-b917-2faf07a6b146 · outbound

This paper cites InAus- tralasian Joint Conference on Artificial Intelligence, pages 120–132.

Multi-turn Natural Language to Graph Query Language Translation InAus- tralasian Joint Conference on Artificial Intelligence, pages 120–132

Reference 2023

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T05:26:41.096801Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 2051115a-8445-4664-9d41-afb2d9ec298e · outbound

This paper cites Spider 2.0: Evaluating Language Models on Real-World Enterprise Text-to-SQL Workflows.

Multi-turn Natural Language to Graph Query Language Translation Spider 2.0: Evaluating Language Models on Real-World Enterprise Text-to-SQL Workflows

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-06T05:26:36.487616Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.