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Paper Citation Record · LEDGER

OpenMathInstruct-2: Accelerating AI for Math with Massive Open-Source Instruction Data

As of 10 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 44 inbound Pith citation observations for arXiv:2410.01560.

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

pith.paper-citation-record.v1
2410.01560 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 44 of 44 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 44 of 44 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-09T19:27:46.843893Z

measured 1 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

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External citation measurements

1
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 29c24342-3ed7-447e-9c99-311204bb829e · inbound

DeepSeek-VL2: Mixture-of-Experts Vision-Language Models for Advanced Multimodal Understanding cites this paper.

DeepSeek-VL2: Mixture-of-Experts Vision-Language Models for Advanced Multimodal Understanding OpenMathInstruct-2: Accelerating AI for Math with Massive Open-Source Instruction Data

Reference 85

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arxiv_id, observed 2026-05-11T10:09:22.195912Z

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.

source=pdf_text observed=2026-05-11T10:09:21.542356Z digest=sha256:f0398b9c2036ae3df4ad29ba34b0feaef31b2cdbe4534a1a8283aad3e10d10ba

Observation 0e6b8108-709c-410b-868b-f31287715cb0 · inbound

UGPhysics: A Comprehensive Benchmark for Undergraduate Physics Reasoning with Large Language Models cites this paper.

UGPhysics: A Comprehensive Benchmark for Undergraduate Physics Reasoning with Large Language Models OpenMathInstruct-2: Accelerating AI for Math with Massive Open-Source Instruction Data

Reference 61

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no resolver link, observed 2026-08-09T19:27:46.843893Z

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source=arxiv_source observed=2026-08-09T19:27:46.843893Z digest=sha256:a86aa09e9e1c0a30e8fbbe92f2923250e175f2d16b022d44cf52d0219faa462a

Observation b797fbff-cb81-4a2e-920c-5f19e72442a6 · inbound

Process Reinforcement through Implicit Rewards cites this paper.

Process Reinforcement through Implicit Rewards OpenMathInstruct-2: Accelerating AI for Math with Massive Open-Source Instruction Data

Reference 50

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arxiv_id, observed 2026-05-11T20:23:31.064805Z

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.

source=arxiv_source observed=2026-05-11T20:23:30.763794Z digest=sha256:49e734ac7f5d326ff2a233be2243e066922acc17a8c83d1be1cb7e674dd9047d

Observation 74fa24fa-07e2-48f0-99c3-4e3cb1325270 · inbound

Satori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search cites this paper.

Satori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search OpenMathInstruct-2: Accelerating AI for Math with Massive Open-Source Instruction Data

Reference 2024

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no resolver link, observed 2026-08-09T11:57:48.748398Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T11:57:48.748398Z digest=sha256:26522725a9ae23a774f5fb2bb4c5e88f1116743cdf872c107a6c4a1879c6e07c

Observation 3388afdc-a27e-4514-ab7f-48d42f69a643 · inbound

Scaling up Test-Time Compute with Latent Reasoning: A Recurrent Depth Approach cites this paper.

Scaling up Test-Time Compute with Latent Reasoning: A Recurrent Depth Approach OpenMathInstruct-2: Accelerating AI for Math with Massive Open-Source Instruction Data

Reference 159

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arxiv_id, observed 2026-05-12T15:39:41.275689Z

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.

source=arxiv_source observed=2026-05-12T15:39:40.845703Z digest=sha256:a37ad5ac46e00fcd33dd417d1b285bce70e54e10bf813c27af651d8ac546564c

Observation babce83f-2716-4a33-b451-0614cb986f14 · inbound

Optimizing Temperature for Language Models with Multi-Sample Inference cites this paper.

Optimizing Temperature for Language Models with Multi-Sample Inference OpenMathInstruct-2: Accelerating AI for Math with Massive Open-Source Instruction Data

Reference 23

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no resolver link, observed 2026-08-08T20:01:43.734342Z

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source=pdf_text observed=2026-08-08T20:01:43.734342Z digest=sha256:e90749986da14d651b8ab06d6ce8670fc845916361e33d0d80a8d590ced9736d

Observation 491f813a-32d6-4cd9-9f8c-c7d40275fa89 · inbound

CodeI/O: Condensing Reasoning Patterns via Code Input-Output Prediction cites this paper.

CodeI/O: Condensing Reasoning Patterns via Code Input-Output Prediction OpenMathInstruct-2: Accelerating AI for Math with Massive Open-Source Instruction Data

Reference 42

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no resolver link, observed 2026-08-08T13:11:51.746249Z

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T13:11:51.746249Z digest=sha256:6288cfc696a6ae1de31e33294ad142be3b0dcad921e9b270e63beaaea1590482

Observation 5e1f518d-fd3c-4fe2-a780-f461cb2b8e55 · inbound

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

DeepMath-103K: A Large-Scale, Challenging, Decontaminated, and Verifiable Mathematical Dataset for Advancing Reasoning OpenMathInstruct-2: Accelerating AI for Math with Massive Open-Source Instruction Data

Reference 20

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arxiv_id, observed 2026-05-16T10:31:04.839943Z

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.

source=pdf_text observed=2026-05-16T10:31:04.728005Z digest=sha256:d1823a4dc7064bd0fad06d8c90e4071627b09faf1a806e7507a4525424f96eb3

Observation 6ba3956b-296c-46d6-b1b1-ac4428b58665 · inbound

ReCopilot: Reverse Engineering Copilot in Binary Analysis cites this paper.

ReCopilot: Reverse Engineering Copilot in Binary Analysis OpenMathInstruct-2: Accelerating AI for Math with Massive Open-Source Instruction Data

Reference 63

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no resolver link, observed 2026-08-07T15:06:38.109261Z

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source=pdf_text observed=2026-08-07T15:06:38.109261Z digest=sha256:f32ccb6971aec8da5417f341399497a333913fffaed35dd813bdee4299b96397

Observation b5a90ace-7812-4599-8dfd-9454d2acda22 · inbound

Merge Hijacking: Backdoor Attacks to Model Merging of Large Language Models cites this paper.

Merge Hijacking: Backdoor Attacks to Model Merging of Large Language Models OpenMathInstruct-2: Accelerating AI for Math with Massive Open-Source Instruction Data

Reference 35

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no resolver link, observed 2026-08-07T12:48:16.930344Z

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source=arxiv_source observed=2026-08-07T12:48:16.930344Z digest=sha256:8c49b60303da6da202f5fa2610327daf4000bffd7a6da2ba102e2d43b41ede9f

Observation a0f53829-2463-429f-aa1c-39577a4c724a · inbound

Logits-Based Finetuning cites this paper.

Logits-Based Finetuning OpenMathInstruct-2: Accelerating AI for Math with Massive Open-Source Instruction Data

Reference 37

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no resolver link, observed 2026-08-07T12:35:29.183602Z

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source=arxiv_source observed=2026-08-07T12:35:29.183602Z digest=sha256:3edc8d46bcfaf2b52589bdbdce9ce7fdf68183100485ffe00c15e238558fc0fe

Observation 28d65270-80fa-4f20-88bc-7fd17bb3d955 · inbound

Establishing Trustworthy LLM Evaluation via Shortcut Neuron Analysis cites this paper.

Establishing Trustworthy LLM Evaluation via Shortcut Neuron Analysis OpenMathInstruct-2: Accelerating AI for Math with Massive Open-Source Instruction Data

Reference 35

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no resolver link, observed 2026-08-07T10:54:26.351289Z

Source-reported events for the cited work

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source=arxiv_source observed=2026-08-07T10:54:26.351289Z digest=sha256:58d25c4a24cd0aebb555eae43f004b3a3ad4b50049954dc6c6385ba8455e7c7c

Observation 8393c317-7ac5-4d48-9760-cee7642c1ecd · inbound

Improving Large Language Models with Concept-Aware Fine-Tuning cites this paper.

Improving Large Language Models with Concept-Aware Fine-Tuning OpenMathInstruct-2: Accelerating AI for Math with Massive Open-Source Instruction Data

Reference 54

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no resolver link, observed 2026-08-07T05:28:23.965512Z

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source=arxiv_source observed=2026-08-07T05:28:23.965512Z digest=sha256:1a681087aaf32f359f433338e2c4bfbef9f7587b1c4f212dcad880dc0f03571e

Observation 39fed019-8d97-404a-8f67-9f4e88353b29 · inbound

A Survey on Large Language Models for Mathematical Reasoning cites this paper.

A Survey on Large Language Models for Mathematical Reasoning OpenMathInstruct-2: Accelerating AI for Math with Massive Open-Source Instruction Data

Reference 84

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no resolver link, observed 2026-08-07T05:14:47.470616Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:14:47.470616Z digest=sha256:dab3b99a52eb49e8784fef0609b90b59f5ea7da2fd72ee9c710829ba1e4050a8

Observation 0fb50649-f017-4eec-b77b-148a14f93811 · inbound

TaskCraft: Automated Generation of Agentic Tasks cites this paper.

TaskCraft: Automated Generation of Agentic Tasks OpenMathInstruct-2: Accelerating AI for Math with Massive Open-Source Instruction Data

Reference 19

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no resolver link, observed 2026-08-07T04:42:19.941250Z

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source=pdf_text observed=2026-08-07T04:42:19.941250Z digest=sha256:7b963897eb47da55b95292079b9f75820e19610abc05ce200a8ec65ad0555371

Observation 0b40f663-46a7-429a-ae41-d907f88edb21 · inbound

MCTS-Refined CoT: High-Quality Fine-Tuning Data for LLM-Based Repository Issue Resolution cites this paper.

MCTS-Refined CoT: High-Quality Fine-Tuning Data for LLM-Based Repository Issue Resolution OpenMathInstruct-2: Accelerating AI for Math with Massive Open-Source Instruction Data

Reference 36

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no resolver link, observed 2026-08-07T00:49:35.646586Z

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source=pdf_text observed=2026-08-07T00:49:35.646586Z digest=sha256:22dfec42e2bdfb47d3557b4424371df7b0896ad54e1d5b3f080c4c03a625e750

Observation edf136a0-c492-4b58-9058-bc9d47281df1 · inbound

EdgeLoRA: An Efficient Multi-Tenant LLM Serving System on Edge Devices cites this paper.

EdgeLoRA: An Efficient Multi-Tenant LLM Serving System on Edge Devices OpenMathInstruct-2: Accelerating AI for Math with Massive Open-Source Instruction Data

Reference 79

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no resolver link, observed 2026-08-06T20:59:01.912987Z

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source=pdf_text observed=2026-08-06T20:59:01.912987Z digest=sha256:10f189d6e59653813b772d2a48c6ed9d05b5a7f8e0d533444dd4bbf2d1fe00e0

Observation da027ebf-5cb3-47f2-a460-904624b71ef0 · inbound

Falcon-H1: A Family of Hybrid-Head Language Models Redefining Efficiency and Performance cites this paper.

Falcon-H1: A Family of Hybrid-Head Language Models Redefining Efficiency and Performance OpenMathInstruct-2: Accelerating AI for Math with Massive Open-Source Instruction Data

Reference 107

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no resolver link, observed 2026-08-06T11:44:05.175289Z

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source=arxiv_source observed=2026-08-06T11:44:05.175289Z digest=sha256:7957d51411a114d30e71c827aab00fbd7aa26c267c985fd0d8410e519b79b7ce

Observation 59aaa6bb-736f-47a4-b812-9adba276d397 · inbound

Can Structured Templates Facilitate LLMs in Tackling Harder Tasks? : An Exploration of Scaling Laws by Difficulty cites this paper.

Can Structured Templates Facilitate LLMs in Tackling Harder Tasks? : An Exploration of Scaling Laws by Difficulty OpenMathInstruct-2: Accelerating AI for Math with Massive Open-Source Instruction Data

Reference 19

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no resolver link, observed 2026-08-05T16:02:03.555887Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-05T16:02:03.555887Z digest=sha256:a157ba1308b4e681b459d9eb0f464e10dfbf5beab6ebdaadb20b0b0e5797a30a

Observation d54fd4b9-4e31-4696-8fe0-0d411d8f6698 · inbound

Simple Policy Gradients for Reasoning with Diffusion Language Models cites this paper.

Simple Policy Gradients for Reasoning with Diffusion Language Models OpenMathInstruct-2: Accelerating AI for Math with Massive Open-Source Instruction Data

Reference 24

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no resolver link, observed 2026-08-04T11:38:53.532244Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T11:38:53.532244Z digest=sha256:deda2cc9caa8dc1e497b6f443695a9b5155c85162377e919dfec3bfefe4d6c9e

Observation 8595c8d4-860c-4951-aebd-b11f7560d114 · inbound

ExpertGen: Scalable Sim-to-Real Expert Policy Learning from Imperfect Behavior Priors cites this paper.

ExpertGen: Scalable Sim-to-Real Expert Policy Learning from Imperfect Behavior Priors OpenMathInstruct-2: Accelerating AI for Math with Massive Open-Source Instruction Data

Reference 2

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arxiv_id, observed 2026-05-15T09:39:55.210059Z

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.

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Observation fa507667-fed3-42ea-b8ed-7d30e6609dce · inbound

HintMR: Eliciting Stronger Mathematical Reasoning in Small Language Models cites this paper.

HintMR: Eliciting Stronger Mathematical Reasoning in Small Language Models OpenMathInstruct-2: Accelerating AI for Math with Massive Open-Source Instruction Data

Reference 3

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arxiv_id, observed 2026-05-11T08:50:58.592212Z

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.

source=pdf_text observed=2026-05-10T16:27:52.943353Z digest=sha256:4c6db966c8c8358b375158a7ece2afd092ac20222cbe705f579aa02cac100763

Observation d09fc5a7-64b8-4c7a-83cb-2d2699178f54 · inbound

CoTEvol: Self-Evolving Chain-of-Thoughts for Data Synthesis in Mathematical Reasoning cites this paper.

CoTEvol: Self-Evolving Chain-of-Thoughts for Data Synthesis in Mathematical Reasoning OpenMathInstruct-2: Accelerating AI for Math with Massive Open-Source Instruction Data

Reference 3

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arxiv_id, observed 2026-05-10T11:00:04.060780Z

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

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Observation e51c234d-7302-40c2-b847-cbc4fd087840 · inbound

LACE: Lattice Attention for Cross-thread Exploration cites this paper.

LACE: Lattice Attention for Cross-thread Exploration OpenMathInstruct-2: Accelerating AI for Math with Massive Open-Source Instruction Data

Reference 34

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arxiv_id, observed 2026-05-10T10:24:21.286919Z

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.

source=arxiv_source observed=2026-05-10T10:24:16.283375Z digest=sha256:e0152a66279124431143208a9e43e531096c002ccba45df64db1a824c8baf9b4

Observation d21d6ee7-14f9-4327-b455-1999a022759c · inbound

LACE: Lattice Attention for Cross-thread Exploration cites this paper.

LACE: Lattice Attention for Cross-thread Exploration OpenMathInstruct-2: Accelerating AI for Math with Massive Open-Source Instruction Data

Reference 34

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arxiv_id, observed 2026-05-11T00:50:50.109220Z

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.

source=arxiv_source observed=2026-05-11T00:47:51.440441Z digest=sha256:207f2291e63d44ae0c56fb6fb467d726c4269ff3caf1d7890a9d482666b8ced9

Observation c921db49-c641-4658-8832-8db7d17fbd29 · inbound

LACE: Lattice Attention for Cross-thread Exploration cites this paper.

LACE: Lattice Attention for Cross-thread Exploration OpenMathInstruct-2: Accelerating AI for Math with Massive Open-Source Instruction Data

Reference 34

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arxiv_id, observed 2026-05-12T06:36:28.721856Z

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.

source=arxiv_source observed=2026-05-12T04:05:35.063305Z digest=sha256:64d117c3ec8df90139c3dacbcbc17a652cd5c3acb85e9e0255e55acc36184d15

Observation 40fb062d-7989-4f89-a8cd-59dbbba29e00 · inbound

Train Separately, Merge Together: Modular Post-Training with Mixture-of-Experts cites this paper.

Train Separately, Merge Together: Modular Post-Training with Mixture-of-Experts OpenMathInstruct-2: Accelerating AI for Math with Massive Open-Source Instruction Data

Reference 42

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verified exact
arxiv_id, observed 2026-05-10T05:56:11.363601Z

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.

source=arxiv_source observed=2026-05-10T05:52:28.822723Z digest=sha256:d4d1084fbd4c16d3bfa362b92dbee8adc25af798c3022277539a490fb1d8a2c2

Observation 82ca9e90-e886-494d-90ce-efe0dee857ed · inbound

RAG over Thinking Traces Can Improve Reasoning Tasks cites this paper.

RAG over Thinking Traces Can Improve Reasoning Tasks OpenMathInstruct-2: Accelerating AI for Math with Massive Open-Source Instruction Data

Reference 34

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arxiv_id, observed 2026-05-12T00:41:25.497840Z

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.

source=arxiv_source observed=2026-05-07T14:37:48.165452Z digest=sha256:53c0f8a35b2bed1a7256c53a135e535ca77bc91676c617a75ab7e2c0e23c8e5a

Observation 68ac5e8e-0e11-44ad-b3e7-513b7a7f0c39 · inbound

Instruction Tuning Changes How Upstream State Conditions Late Readout: A Cross-Patching Diagnostic cites this paper.

Instruction Tuning Changes How Upstream State Conditions Late Readout: A Cross-Patching Diagnostic OpenMathInstruct-2: Accelerating AI for Math with Massive Open-Source Instruction Data

Reference 24

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arxiv_id, observed 2026-05-11T01:45:50.911620Z

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.

source=pdf_text observed=2026-05-11T01:45:28.694041Z digest=sha256:01d749228753fc7d6d0b91b5c5b933eb1557799c2277828bcab35197976788dd

Observation 55eb6f08-34f3-40f5-9b38-c77cfbd2ddef · inbound

Asking Back: Interaction-Layer Antidistillation Watermarks cites this paper.

Asking Back: Interaction-Layer Antidistillation Watermarks OpenMathInstruct-2: Accelerating AI for Math with Massive Open-Source Instruction Data

Reference 37

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arxiv_id, observed 2026-05-20T18:13:37.517968Z

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.

source=pdf_text observed=2026-05-20T18:10:25.752841Z digest=sha256:df07e588e97fa9d5d227c987ed04d2f6678c71ec0a592e77d1d6d1357e975ee4

Observation 9b6a8e31-24ca-4f17-a05c-b393de0eadfc · inbound

STRIDE: Learnable Stepwise Language Feedback for LLM Reasoning cites this paper.

STRIDE: Learnable Stepwise Language Feedback for LLM Reasoning OpenMathInstruct-2: Accelerating AI for Math with Massive Open-Source Instruction Data

Reference 58

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arxiv_id, observed 2026-05-20T20:49:00.735762Z

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

source=pdf_text observed=2026-05-20T20:47:16.236629Z digest=sha256:52967ce9fb7d9dadef179c7d9dd17866759d836123e575021f7f74438efa18d3

Observation aa3ae5fa-1afc-48a3-a896-fcef03e23454 · inbound

Mimir: Large-scale Multilingual Concept Modeling cites this paper.

Mimir: Large-scale Multilingual Concept Modeling OpenMathInstruct-2: Accelerating AI for Math with Massive Open-Source Instruction Data

Reference 17

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arxiv_id, observed 2026-06-30T11:24:38.678914Z

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.

source=pdf_text observed=2026-06-30T11:08:44.027943Z digest=sha256:901e496ef80923d3ac4a392737bddcdf83167ed76bfc660b97bd824011c56921

Observation c70b2be9-a298-4c3d-a1bb-001c6402f58f · inbound

IRDS: Interpretable RLVR Data Selection via Verifier-Coupled Sparse Autoencoder Coverage cites this paper.

IRDS: Interpretable RLVR Data Selection via Verifier-Coupled Sparse Autoencoder Coverage OpenMathInstruct-2: Accelerating AI for Math with Massive Open-Source Instruction Data

Reference 6

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metadata mismatch
arxiv_id, observed 2026-06-29T14:53:31.201156Z

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.

source=pdf_text observed=2026-06-29T14:49:39.188220Z digest=sha256:5ebedb6109270d41df7f1b9b6af153a79714176b45760378c373ac961a57027e

Observation 01a976e9-dae9-4c66-b3a1-0326f48c5f53 · inbound

When Model Merging Breaks Routing: Training-Free Calibration for MoE cites this paper.

When Model Merging Breaks Routing: Training-Free Calibration for MoE OpenMathInstruct-2: Accelerating AI for Math with Massive Open-Source Instruction Data

Reference 11

Resolution
metadata mismatch
arxiv_id, observed 2026-07-02T01:36:25.353525Z

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.

source=pdf_text observed=2026-06-28T11:47:22.486110Z digest=sha256:2e11d1b3a4faee86b703b0d7ddd9ccb59e921e3dd64ca36a86a3e3bbb9f40462

Observation 603226fe-e760-439e-8c93-41ae2eb81ccd · inbound

Double Preconditioning (DoPr): Optimization for Test-Time Performance, not Validation Loss cites this paper.

Double Preconditioning (DoPr): Optimization for Test-Time Performance, not Validation Loss OpenMathInstruct-2: Accelerating AI for Math with Massive Open-Source Instruction Data

Reference 111

Resolution
metadata mismatch
arxiv_id, observed 2026-07-02T12:06:55.437775Z

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.

source=arxiv_source observed=2026-06-28T02:35:39.845487Z digest=sha256:87299d5489852bc29c3228d92afbe5490b9bc74ce2f3dbb1ce3a463278d50a61

Observation db9d799e-bfa5-4ce0-9d6f-73f4ec1b3719 · inbound

Dropout-GRPO: Variational Stochasticity for Continuous Latent Reasoning cites this paper.

Dropout-GRPO: Variational Stochasticity for Continuous Latent Reasoning OpenMathInstruct-2: Accelerating AI for Math with Massive Open-Source Instruction Data

Reference 30

Resolution
verified exact
arxiv_id, observed 2026-06-27T17:21:06.574537Z

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.

source=pdf_text observed=2026-06-27T17:18:22.389146Z digest=sha256:422711aa5f996023ed2ffb0272d5e14d05ae215e171e64546ca1376882c94fa7

Observation a0a70963-de9f-4139-b5d8-18093e97d5df · inbound

Depth-Staggered Fibonacci Spacing for Sparse Attention: Static Schedules Beat Learned Dilation and Extrapolate Where Dense Attention Fails cites this paper.

Depth-Staggered Fibonacci Spacing for Sparse Attention: Static Schedules Beat Learned Dilation and Extrapolate Where Dense Attention Fails OpenMathInstruct-2: Accelerating AI for Math with Massive Open-Source Instruction Data

Reference 12

Resolution
verified exact
arxiv_id, observed 2026-07-01T15:45:48.022770Z

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.

source=pdf_text observed=2026-06-30T01:12:34.409341Z digest=sha256:8571088849d21a579fdc79bf5c3fbc58e8ec39e1b84727eafdf73da4f6bc96eb

Observation aa890a41-e5ec-4d85-a25f-e6179048b57b · inbound

Multi-Turn On-Policy Distillation with Prefix Replay cites this paper.

Multi-Turn On-Policy Distillation with Prefix Replay OpenMathInstruct-2: Accelerating AI for Math with Massive Open-Source Instruction Data

Reference 80

Resolution
unresolved
no resolver link, observed 2026-07-11T13:53:36.775836Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-11T13:53:36.775836Z digest=sha256:f9fb44e6e5354ee223165e18913e1ed3b2b62867bd020512c3a23405bf31ac6e

Observation 57f4433b-5429-4247-b0f5-941d4c3dde53 · inbound

Multi-Turn On-Policy Distillation with Prefix Replay cites this paper.

Multi-Turn On-Policy Distillation with Prefix Replay OpenMathInstruct-2: Accelerating AI for Math with Massive Open-Source Instruction Data

Reference 81

Resolution
unresolved
no resolver link, observed 2026-08-02T08:40:40.504438Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-02T08:40:40.504438Z digest=sha256:ddf54ac378b66401e3a04d7fe14cb3e669afaaea11659a09df0b9a2102865dee

Observation 72e0f637-ddf4-4168-bb56-6415d1dfcb4d · inbound

Train Smarter, Not Longer: Memorization-Guided Data Reuse for Efficient LLM Training cites this paper.

Train Smarter, Not Longer: Memorization-Guided Data Reuse for Efficient LLM Training OpenMathInstruct-2: Accelerating AI for Math with Massive Open-Source Instruction Data

Reference 16

Resolution
unresolved
no resolver link, observed 2026-07-11T10:45:46.618668Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-11T10:45:46.618668Z digest=sha256:d9dddcc22c6744cb698235cd3d823a1d56e47a8f7079be08fad2703b4572dd2f

Observation 01e54eca-bba6-4f08-af3e-9248a4a268ac · inbound

Reference-Based Distillation Detection in LLMs cites this paper.

Reference-Based Distillation Detection in LLMs OpenMathInstruct-2: Accelerating AI for Math with Massive Open-Source Instruction Data

Reference 26

Resolution
unresolved
no resolver link, observed 2026-07-14T17:39:28.270033Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T17:39:28.270033Z digest=sha256:5e7b1ddfc02339099d028d55dc19ed64d5b10540098e4ef2f498acef86bc4d83

Observation ca48d8da-cd69-4524-969e-06b6d65bdbd2 · inbound

PoLoRA: A Preconditioned Orthogonalized LoRA Optimizer cites this paper.

PoLoRA: A Preconditioned Orthogonalized LoRA Optimizer OpenMathInstruct-2: Accelerating AI for Math with Massive Open-Source Instruction Data

Reference 52

Resolution
unresolved
no resolver link, observed 2026-08-01T17:32:35.944947Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T17:32:35.944947Z digest=sha256:611239aa79482af3f69c4f4715690a880954c151f2eafeabed32c47c7a34c8ee

Observation 6379591e-17e3-4235-9909-a15eb5b9d380 · inbound

Making Open-Source Text LLM Watermarks Durable Against Merging cites this paper.

Making Open-Source Text LLM Watermarks Durable Against Merging OpenMathInstruct-2: Accelerating AI for Math with Massive Open-Source Instruction Data

Reference 43

Resolution
unresolved
no resolver link, observed 2026-08-02T14:26:15.082977Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T14:26:15.082977Z digest=sha256:6c69ce6aeba7678dd6c4431602b731ba877406ed36014c4f8481d9f18e1425e0

Observation 0d394ee1-9d66-4db1-b22a-00a1ac4890b3 · inbound

Bridging Compute- and Data-Optimal Pretraining cites this paper.

Bridging Compute- and Data-Optimal Pretraining OpenMathInstruct-2: Accelerating AI for Math with Massive Open-Source Instruction Data

Reference 67

Resolution
unresolved
no resolver link, observed 2026-08-01T03:02:03.688561Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T03:02:03.688561Z digest=sha256:f970e67804482746f8ce85da18013cf6f367e1f2464d805c390a18f486d67cdf