Paper Citation Record · LEDGER

FLAMES: Improving LLM Math Reasoning via a Fine-Grained Analysis of the Data Synthesis Pipeline

As of 22 August 2026, this Paper Citation Record lists 7 of 7 outbound references and 1 inbound Pith citation observation for arXiv:2508.16514.

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

pith.paper-citation-record.v1
2508.16514 v1

Coverage vector

measured 7 of 7 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T17:20:56.988466Z

measured 8 of 8 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 2026-08-03T05:06:46.167416Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

7 of 7 outbound references displayed

verified exact0
verified fuzzy2
unresolved5
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 091d61a7-38f6-4fac-b2b3-d66af0e1a548 · outbound

This paper cites an unresolved cited work.

FLAMES: Improving LLM Math Reasoning via a Fine-Grained Analysis of the Data Synthesis Pipeline Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-05T17:20:57.066382Z

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 bdb0e41b-fc1e-4ce9-8803-6e85e63f5455 · outbound

This paper cites GSM-Plus: A Comprehensive Benchmark for Evaluating the Robustness of LLMs as Mathematical Problem Solvers.

FLAMES: Improving LLM Math Reasoning via a Fine-Grained Analysis of the Data Synthesis Pipeline GSM-Plus: A Comprehensive Benchmark for Evaluating the Robustness of LLMs as Mathematical Problem Solvers

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-05T17:20:56.968306Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f989ca3f-2046-4200-91c1-3a78dac7fcec · outbound

This paper cites an unresolved cited work.

FLAMES: Improving LLM Math Reasoning via a Fine-Grained Analysis of the Data Synthesis Pipeline Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-05T17:20:57.055347Z

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 c184c6de-eac0-4650-a6db-7b3a8a24b126 · outbound

This paper cites an unresolved cited work.

FLAMES: Improving LLM Math Reasoning via a Fine-Grained Analysis of the Data Synthesis Pipeline Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-05T17:20:57.045249Z

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 05cedadf-aaee-48f1-ac17-02dbf2086fe5 · outbound

This paper cites Please reason step by step and conclude with either ‘Yes’ or ‘No’.

FLAMES: Improving LLM Math Reasoning via a Fine-Grained Analysis of the Data Synthesis Pipeline Please reason step by step and conclude with either ‘Yes’ or ‘No’

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:20:57.033748Z

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 aae1cb48-f0cb-4074-8ee8-06459201d2af · outbound

This paper cites small- size.

FLAMES: Improving LLM Math Reasoning via a Fine-Grained Analysis of the Data Synthesis Pipeline small- size

Reference 2021

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:20:57.075840Z

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 ab24053f-5cc0-4216-ba57-7547158aff69 · outbound

This paper cites Nemotron-4 340B Technical Report.

FLAMES: Improving LLM Math Reasoning via a Fine-Grained Analysis of the Data Synthesis Pipeline Nemotron-4 340B Technical Report

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-05T17:20:56.963327Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation fccf839b-370a-4c67-a2c1-ce69ca1812d9 · inbound

R1-SyntheticVL: Is Synthetic Data from Generative Models Ready for Multimodal Large Language Model? cites this paper.

R1-SyntheticVL: Is Synthetic Data from Generative Models Ready for Multimodal Large Language Model? FLAMES: Improving LLM Math Reasoning via a Fine-Grained Analysis of the Data Synthesis Pipeline

Reference 2022

Resolution: unresolved; no resolver link, observed 2026-08-03T05:06:46.167416Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.