Paper Citation Record · LEDGER

JT-Math: A Multi-Stage Framework for Advanced Mathematical Reasoning in Large Language Models

As of 7 August 2026, this Paper Citation Record lists 38 of 38 outbound references and 0 inbound Pith citation observations for arXiv:2507.19748.

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

pith.paper-citation-record.v1
2507.19748 v1

Coverage vector

measured 38 of 38 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T14:11:54.311308Z

measured 38 of 38 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+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

38 of 38 outbound references displayed

verified exact1
verified fuzzy8
unresolved28
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 355a1ae3-9578-4bb6-97d9-4de3cea7af62 · outbound

This paper cites write newline.

JT-Math: A Multi-Stage Framework for Advanced Mathematical Reasoning in Large Language Models write newline

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-06T14:11:51.261545Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a089dd99-1589-4404-908f-611634c4abe3 · outbound

This paper cites American invitational mathematics examination - aime.

JT-Math: A Multi-Stage Framework for Advanced Mathematical Reasoning in Large Language Models American invitational mathematics examination - aime

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:11:56.786352Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation a9bd68b9-7aec-49f1-b1e5-777f08486fb5 · outbound

This paper cites American invitational mathematics examination - aime.

JT-Math: A Multi-Stage Framework for Advanced Mathematical Reasoning in Large Language Models American invitational mathematics examination - aime

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:11:56.583835Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 6a8cda34-90f4-4cee-8211-5f27c84a86a9 · outbound

This paper cites Llama 3 model card.

JT-Math: A Multi-Stage Framework for Advanced Mathematical Reasoning in Large Language Models Llama 3 model card

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-06T14:11:51.468878Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eb473e10-effb-461c-88da-6b0ff0b68895 · outbound

This paper cites SmolLM2: When Smol Goes Big -- Data-Centric Training of a Small Language Model.

JT-Math: A Multi-Stage Framework for Advanced Mathematical Reasoning in Large Language Models SmolLM2: When Smol Goes Big -- Data-Centric Training of a Small Language Model

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-06T14:11:51.539481Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8f8bdafa-95dd-4c89-aa5e-1eeeb2b62a62 · outbound

This paper cites American mathematics competition - amc.

JT-Math: A Multi-Stage Framework for Advanced Mathematical Reasoning in Large Language Models American mathematics competition - amc

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:11:56.379214Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 9a6aba26-2b8e-416f-827a-99da7e9707bb · outbound

This paper cites AceReason-Nemotron: Advancing Math and Code Reasoning through Reinforcement Learning.

JT-Math: A Multi-Stage Framework for Advanced Mathematical Reasoning in Large Language Models AceReason-Nemotron: Advancing Math and Code Reasoning through Reinforcement Learning

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-06T14:11:51.663587Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a7887f2e-037f-44e0-852d-612278dad482 · outbound

This paper cites The chinese national mathematics olympiad (cnmo), 2024.

JT-Math: A Multi-Stage Framework for Advanced Mathematical Reasoning in Large Language Models The chinese national mathematics olympiad (cnmo), 2024

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:11:56.181406Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation e8837aeb-5a5f-4612-a8f0-760cd8654b69 · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

JT-Math: A Multi-Stage Framework for Advanced Mathematical Reasoning in Large Language Models Training Verifiers to Solve Math Word Problems

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-06T14:11:51.777643Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 678cc14f-7b8e-4412-8bc0-f7311e2cb6ea · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

JT-Math: A Multi-Stage Framework for Advanced Mathematical Reasoning in Large Language Models DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-06T14:11:51.884059Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 27ae394d-3da1-4fc4-b787-0aa1e3654169 · outbound

This paper cites DeepSeek-Coder-V2: Breaking the Barrier of Closed-Source Models in Code Intelligence.

JT-Math: A Multi-Stage Framework for Advanced Mathematical Reasoning in Large Language Models DeepSeek-Coder-V2: Breaking the Barrier of Closed-Source Models in Code Intelligence

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-06T14:11:51.936203Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c9964a60-687e-4289-8686-d02efe028bd7 · outbound

This paper cites Unleashing LLM Reasoning Capability via Scalable Question Synthesis from Scratch.

JT-Math: A Multi-Stage Framework for Advanced Mathematical Reasoning in Large Language Models Unleashing LLM Reasoning Capability via Scalable Question Synthesis from Scratch

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-06T14:11:52.000558Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 87acdee5-1807-41d8-934f-1b54a60dd98a · outbound

This paper cites Open r1: A fully open reproduction of deepseek-r1, January 2025.

JT-Math: A Multi-Stage Framework for Advanced Mathematical Reasoning in Large Language Models Open r1: A fully open reproduction of deepseek-r1, January 2025

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-06T14:11:52.111356Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 77e5fc48-e1b0-4f01-a2f3-9bed69b24641 · outbound

This paper cites OpenThoughts: Data Recipes for Reasoning Models.

JT-Math: A Multi-Stage Framework for Advanced Mathematical Reasoning in Large Language Models OpenThoughts: Data Recipes for Reasoning Models

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-06T14:11:52.164187Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eef3a215-20eb-4041-992f-e9a298025457 · outbound

This paper cites OlympiadBench: A Challenging Benchmark for Promoting AGI with Olympiad-Level Bilingual Multimodal Scientific Problems.

JT-Math: A Multi-Stage Framework for Advanced Mathematical Reasoning in Large Language Models OlympiadBench: A Challenging Benchmark for Promoting AGI with Olympiad-Level Bilingual Multimodal Scientific Problems

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-06T14:11:52.248368Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c32e5525-5730-4363-9fff-9e872fb6758b · outbound

This paper cites DeepMath-103K: A Large-Scale, Challenging, Decontaminated, and Verifiable Mathematical Dataset for Advancing Reasoning.

JT-Math: A Multi-Stage Framework for Advanced Mathematical Reasoning in Large Language Models DeepMath-103K: A Large-Scale, Challenging, Decontaminated, and Verifiable Mathematical Dataset for Advancing Reasoning

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-06T14:11:52.309006Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a124cf27-0fd3-4242-8b09-278aeb7b14a5 · outbound

This paper cites finemath-classifier, 2025.

JT-Math: A Multi-Stage Framework for Advanced Mathematical Reasoning in Large Language Models finemath-classifier, 2025

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:11:55.992144Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 2d392652-7e49-4cd6-a7c2-206551e7a97d · outbound

This paper cites AM-Thinking-v1: Advancing the Frontier of Reasoning at 32B Scale.

JT-Math: A Multi-Stage Framework for Advanced Mathematical Reasoning in Large Language Models AM-Thinking-v1: Advancing the Frontier of Reasoning at 32B Scale

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-06T14:11:52.468555Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6380066f-72dc-4e51-acd3-f6093d2c6ed0 · outbound

This paper cites How difficulty-aware staged reinforcement learning enhances llms' reasoning capabilities: A preliminary experimental study, 2025 b.

JT-Math: A Multi-Stage Framework for Advanced Mathematical Reasoning in Large Language Models How difficulty-aware staged reinforcement learning enhances llms' reasoning capabilities: A preliminary experimental study, 2025 b

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:11:55.798734Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 31bca426-ac19-4878-b27f-79d0ebd848dd · outbound

This paper cites Math-Verify: Math Verification Library , 2025.

JT-Math: A Multi-Stage Framework for Advanced Mathematical Reasoning in Large Language Models Math-Verify: Math Verification Library , 2025

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:11:55.628755Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 6a30f0ff-6e70-4413-96ce-65f346db6800 · outbound

This paper cites Numinamath.

JT-Math: A Multi-Stage Framework for Advanced Mathematical Reasoning in Large Language Models Numinamath

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-06T14:11:52.674937Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 12db0d7f-a9e2-4f7b-be4b-835ff78e3814 · outbound

This paper cites Let's verify step by step.

JT-Math: A Multi-Stage Framework for Advanced Mathematical Reasoning in Large Language Models Let's verify step by step

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-06T14:11:52.708680Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0f27a9ea-c53b-4e9c-b200-791d9693c070 · outbound

This paper cites AceMath: Advancing Frontier Math Reasoning with Post-Training and Reward Modeling.

JT-Math: A Multi-Stage Framework for Advanced Mathematical Reasoning in Large Language Models AceMath: Advancing Frontier Math Reasoning with Post-Training and Reward Modeling

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-06T14:11:52.807336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9d7194b3-a768-43a9-9dab-84f25d8cfb11 · outbound

This paper cites AIMO-2 Winning Solution: Building State-of-the-Art Mathematical Reasoning Models with OpenMathReasoning dataset.

JT-Math: A Multi-Stage Framework for Advanced Mathematical Reasoning in Large Language Models AIMO-2 Winning Solution: Building State-of-the-Art Mathematical Reasoning Models with OpenMathReasoning dataset

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-06T14:11:52.893873Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ca8130f4-1d79-4ce2-9434-52b669ae2e33 · outbound

This paper cites GPT-4o System Card.

JT-Math: A Multi-Stage Framework for Advanced Mathematical Reasoning in Large Language Models GPT-4o System Card

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-06T14:11:52.950932Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c6e31aec-963a-4997-8a57-dad361123279 · outbound

This paper cites OpenAI o1 System Card.

JT-Math: A Multi-Stage Framework for Advanced Mathematical Reasoning in Large Language Models OpenAI o1 System Card

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-06T14:11:53.034590Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 545f0617-da8d-44aa-9c68-e9263b48f72c · outbound

This paper cites Qwen2.5 Technical Report.

JT-Math: A Multi-Stage Framework for Advanced Mathematical Reasoning in Large Language Models Qwen2.5 Technical Report

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-06T14:11:53.088163Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6838a014-04b0-4f44-ac41-f3259693589b · outbound

This paper cites DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models.

JT-Math: A Multi-Stage Framework for Advanced Mathematical Reasoning in Large Language Models DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-06T14:11:53.126929Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 041dfd78-c264-4331-a08e-083a5b30f939 · outbound

This paper cites DeepDistill: Enhancing LLM Reasoning Capabilities via Large-Scale Difficulty-Graded Data Training.

JT-Math: A Multi-Stage Framework for Advanced Mathematical Reasoning in Large Language Models DeepDistill: Enhancing LLM Reasoning Capabilities via Large-Scale Difficulty-Graded Data Training

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-06T14:11:53.246664Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 534b77a2-28d4-4211-84f7-f3faa2dab895 · outbound

This paper cites CMATH: Can Your Language Model Pass Chinese Elementary School Math Test?.

JT-Math: A Multi-Stage Framework for Advanced Mathematical Reasoning in Large Language Models CMATH: Can Your Language Model Pass Chinese Elementary School Math Test?

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-06T14:11:53.308540Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5ef092f6-5eac-46b6-bf9d-7d0e5eee6d2a · outbound

This paper cites Qwen2.5-Math Technical Report: Toward Mathematical Expert Model via Self-Improvement.

JT-Math: A Multi-Stage Framework for Advanced Mathematical Reasoning in Large Language Models Qwen2.5-Math Technical Report: Toward Mathematical Expert Model via Self-Improvement

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-06T14:11:53.405712Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6d919d92-d8eb-4d60-9d94-a4a44518a1aa · outbound

This paper cites Autonomous data selection with zero-shot generative classifiers for mathematical texts.

JT-Math: A Multi-Stage Framework for Advanced Mathematical Reasoning in Large Language Models Autonomous data selection with zero-shot generative classifiers for mathematical texts

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:11:55.415311Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation bf0e657a-4555-4e7e-ac92-095c97dad814 · outbound

This paper cites LIMA: Less Is More for Alignment.

JT-Math: A Multi-Stage Framework for Advanced Mathematical Reasoning in Large Language Models LIMA: Less Is More for Alignment

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-06T14:11:53.712846Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c3dbeb14-602c-4d70-8146-647992783c2b · outbound

This paper cites MegaMath: Pushing the Limits of Open Math Corpora.

JT-Math: A Multi-Stage Framework for Advanced Mathematical Reasoning in Large Language Models MegaMath: Pushing the Limits of Open Math Corpora

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-06T14:11:53.839697Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 74a261ba-b292-4d70-91e5-a1c3f5b5ae93 · outbound

This paper cites Jiuzhang3.0: Efficiently improving mathematical reasoning by training small data synthesis models.

JT-Math: A Multi-Stage Framework for Advanced Mathematical Reasoning in Large Language Models Jiuzhang3.0: Efficiently improving mathematical reasoning by training small data synthesis models

Reference 35

Resolution: verified exact; raw_fallback, observed 2026-08-06T14:11:54.933323Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 1da92bdc-2cde-4016-b388-59af974e7664 · outbound

This paper cites @esa (Ref.

JT-Math: A Multi-Stage Framework for Advanced Mathematical Reasoning in Large Language Models @esa (Ref

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-06T14:11:54.111525Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3c98dd23-e4af-457d-8255-e9908c0a9d88 · outbound

This paper cites an unresolved cited work.

JT-Math: A Multi-Stage Framework for Advanced Mathematical Reasoning in Large Language Models Unresolved cited work

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-06T14:11:54.203971Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9eea373f-3edd-4d46-8a41-e180736d6d10 · outbound

This paper cites eo @I4iNڴ i?׫3|so RSS= T*GLL ƍ nj n E jž&=Fw[ 6wYM4 AAAv׋ \ ]T K :th ^Gqq1Ґ^z <V# UsW ,@6mp]w5wu o ? <m ??殎 NkZ 6 P Ν;jJ( m޼ 鈊raȚ3gb faoߎ4DGG[O E RI|sܹs Ld޽>rqZ Q x:D[F.

JT-Math: A Multi-Stage Framework for Advanced Mathematical Reasoning in Large Language Models eo @I4iNڴ i?׫3|so RSS= T*GLL ƍ nj n E jž&=Fw[ 6wYM4 AAAv׋ \ ]T K :th ^Gqq1Ґ^z <V# UsW ,@6mp]w5wu o ? <m ??殎 NkZ 6 P Ν;jJ( m޼ 鈊raȚ3gb faoߎ4DGG[O E RI|sܹs Ld޽>rqZ Q x:D[F

Reference 38

Resolution: malformed identifier; raw_fallback, observed 2026-08-06T14:11:54.650414Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Pith citing papers

No inbound Pith citation observations are available.