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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 2026-08-09T06:31:02.800959+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

0 of 0 outbound references displayed

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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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-11T10:09:21.542356Z digest=sha256:7a05c3c0e809b66531876d4543059a9b0b8943e1b8ce4471a5323d93dc40cee0

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:b93517d7caa60990d8bc6e86b2e06ba56a0c258d41df474a064b4e9a7c98ec34

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

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No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-05-11T20:23:30.763794Z digest=sha256:b3c00147b8d3c9c55c641a2c4e6599f0bd06c35e0eb1efce2edb72a79067e328

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:af5d18999b723ae2a888c400bf383f39fb3842a14295f7ba6216786a0912b174

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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-05-12T15:39:40.845703Z digest=sha256:2dca76dbdcd5fdfc2007844c5e8537f66faf326a243fe3cf7f132bf49927c739

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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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T20:01:43.734342Z digest=sha256:54705e70d9029666506a7644e92fedcb222f5baefabb0f7b81862918342d29e0

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T13:11:51.746249Z digest=sha256:b258e8fb1d12e35f31d0ce060642c9f7a0b844af70e4c547f0a9e6afaa76b14f

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-16T10:31:04.728005Z digest=sha256:2cf9be8eba6507b987df030638caa6ed9731784582d095e7d29ac0f9bdc84274

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=sha256:5f4ddad6fc328817198673e69547c3df04a0d7710ece04b50ceb4816f563a307

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:ce03bfdbdfa2b4978a14e7703c72b647379881f5d75b3641d2f64286af73001c

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:a011e83c3cad4b4385ac946aa2d708214f2b22d4704ca29258ababb7bdfd8dd8

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:d705d39b2754e7802a89a548786b1fda8daf85b0d485398a0b16ccd40e7cbc3e

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=sha256:6ed4e9a9cd66d767c4de49eb1ea7e8acf0c4ec117f93668a25614c254451a4fa

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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source=pdf_text observed=2026-08-07T05:14:47.470616Z digest=sha256:e6e3c402801e7599c6bebb96bc081c1a80da2658bc84417949d3ed0d468243bd

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=sha256:4dfca4c6843cf5e24d576a256b09f1c3f00720f26b9959ed391fddd37c6970f7

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

Source-reported events for the cited work

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source=pdf_text observed=2026-08-07T00:49:35.646586Z digest=sha256:e4dbef694051b332660b5df3631eea0039d98317eea2d9e903724c61972b56b2

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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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T20:59:01.912987Z digest=sha256:1c208549ac575e48924af8a21ac6a372552eaf93e3db35caf653891b6e8814b8

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:de349e84e72e86199bf7ba20089677c32b51a6129b497e690c6a2dab9a2c468f

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

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T16:02:03.555887Z digest=sha256:6ba36ed12df7e759fc8dd5d05fc47363faebc62b6d2cef138846f786ff0b6a2e

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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unresolved
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=sha256:731113ffae7d3c075f7fe296ceab1eb74d100b7409b5d13357f6cc77cc581e66

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-15T09:37:02.168898Z digest=sha256:3c583fc920bb070d9097174be9657625acb5a0b63c08db84ee7163c1eaf5ffa7

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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metadata mismatch
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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-10T16:27:52.943353Z digest=sha256:ae37f044369fd4f5dc1cfbecefeb1a4f4da632ade579aaae11c810d040818c15

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

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-10T10:58:27.736448Z digest=sha256:4642bd0d0fc98caacbd1c39711a8b31e910d5fa03a721a3dca762bc5bb95cc6a

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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-05-10T10:24:16.283375Z digest=sha256:0f79ebc33376bc9c5bd55dbb7df7268eaf700455625aa2f6ed9c38c299234f41

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

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No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-05-11T00:47:51.440441Z digest=sha256:fc947ac6b9eccbbdba6e16c061e4b9c20be9e85d7f65c2117034419c39d88916

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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-05-12T04:05:35.063305Z digest=sha256:6a966ab3e7c1bc4fb4b22c4d4dd2a8d9036e7083f8fa8e135992adbd59bce87f

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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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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-05-10T05:52:28.822723Z digest=sha256:f72c2390d3d76c6cf31b1599ec5142341f9e3d2c055bfd3f69911c6ce82f3d1c

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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metadata mismatch
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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-05-07T14:37:48.165452Z digest=sha256:33202e35f99e17572f83eada37d2375986a5add91271c0cfa4069ade493d5a72

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-11T01:45:28.694041Z digest=sha256:b7b6e079862d662bc58aa7c1c7de47ddbf7a4389eb9324ce3cb201442d795629

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-20T18:10:25.752841Z digest=sha256:92661275924bf2ef5020128c19df6ca1446a0c495fadc1ea0912d52a25166149

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

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-20T20:47:16.236629Z digest=sha256:0051d316941ca02c847a70d476f97de356076925c8f2a92f2db97a164b5e4f44

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-30T11:08:44.027943Z digest=sha256:6bbed5db9dbe56f910ed8e2531f851aec601289fa4015609f86c2da1d14a326b

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-29T14:49:39.188220Z digest=sha256:e2649a82757712caea7a4c4bc8ab373315554d9d8cce1028ab128de07e0431ea

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-28T11:47:22.486110Z digest=sha256:567633ef1f5c00a89a133e4322336bb99996967998a1166cc2994f3621a81989

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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-06-28T02:35:39.845487Z digest=sha256:f90b582a2abb0dd68396a42b489df8a2cb2e78f2d23a5138457be70389584ff4

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-27T17:18:22.389146Z digest=sha256:9ebe77df526dcf6c9a9a11c6625b2ba617660f6e1bd42d98e4960ab6ccd62697

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-30T01:12:34.409341Z digest=sha256:8010cc3c01daa933304b398fbdda301ea30ba94aca6c5b03d6f1f9405852fe9a

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=sha256:59e5be977408e0968f40fef7d288bbfa4e5b9c4b8b35a944f506b953b4c22d2c

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:bed5ca4ed300eb8d354f2bf83684f4ca1495f663cec99773dc0c456f9b3e54bc

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:f2ccbcdc311416a9ad55f7a91f9435eb7b4b4d5fb3971fb16d85434f31c7a128

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:e21a819a3c53c021735fe3469e65925b93ea026d34cec69af83c35eb13f0adbc

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=sha256:56b282231fe851a89b2fab2dad1bf0fe6bee941643b93eaf73afd92948b0f594

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=sha256:24b3a3a5d7457e374b45333d65d840de00a800366b722a4c3586b5e9f3c3e153

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=sha256:57afb9b9c838bd45187b353343464cbdf89b8f0b0b3544240fc9ef69824b648e