Paper Citation Record · LEDGER

MAmmoTH2: Scaling Instructions from the Web

As of 15 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 23 inbound Pith citation observations for arXiv:2405.03548.

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

pith.paper-citation-record.v1
2405.03548 v4

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 23 of 23 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+00:00

measured 23 of 23 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-12T05:56:46.878443Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-23T04:32:33.164935Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 2b5358e2-adf0-4273-b65d-bdc78f894573 · inbound

MMLU-Pro: A More Robust and Challenging Multi-Task Language Understanding Benchmark cites this paper.

MMLU-Pro: A More Robust and Challenging Multi-Task Language Understanding Benchmark MAmmoTH2: Scaling Instructions from the Web

Reference 44

Resolution: verified exact; arxiv_id, observed 2026-05-11T15:51:06.893449Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 48c3cc84-7f43-4c68-a089-361f6a39a680 · inbound

DataComp-LM: In search of the next generation of training sets for language models cites this paper.

DataComp-LM: In search of the next generation of training sets for language models MAmmoTH2: Scaling Instructions from the Web

Reference 210

Resolution: verified exact; arxiv_id, observed 2026-05-17T22:58:17.348467Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 923df388-c29d-4125-bfce-3ad63a44236e · inbound

Step-DPO: Step-wise Preference Optimization for Long-chain Reasoning of LLMs cites this paper.

Step-DPO: Step-wise Preference Optimization for Long-chain Reasoning of LLMs MAmmoTH2: Scaling Instructions from the Web

Reference 35

Resolution: verified exact; arxiv_id, observed 2026-05-18T23:58:29.245776Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 3931144b-d780-4865-bbc2-90aa840b8f3f · inbound

On Domain-Adaptive Post-Training for Multimodal Large Language Models cites this paper.

On Domain-Adaptive Post-Training for Multimodal Large Language Models MAmmoTH2: Scaling Instructions from the Web

Reference 62

Resolution: unresolved; no resolver link, observed 2026-08-12T05:56:46.878443Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 081081a9-a94d-42be-83bd-99b9c40cf147 · inbound

Towards Adaptive Mechanism Activation in Language Agent cites this paper.

Towards Adaptive Mechanism Activation in Language Agent MAmmoTH2: Scaling Instructions from the Web

Reference 63

Resolution: unresolved; no resolver link, observed 2026-08-12T05:09:47.993215Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c261e836-d204-40ea-8271-d6f959f73968 · inbound

Surveying the Effects of Quality, Diversity, and Complexity in Synthetic Data From Large Language Models cites this paper.

Surveying the Effects of Quality, Diversity, and Complexity in Synthetic Data From Large Language Models MAmmoTH2: Scaling Instructions from the Web

Reference 230

Resolution: unresolved; no resolver link, observed 2026-08-11T22:57:02.141855Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ead3c10e-3ba9-4af1-bade-d79474c01fdb · inbound

Evaluating and Aligning CodeLLMs on Human Preference cites this paper.

Evaluating and Aligning CodeLLMs on Human Preference MAmmoTH2: Scaling Instructions from the Web

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-11T20:53:15.343854Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0c97adbc-f256-419b-9e92-7da13b58b7e4 · inbound

Multi-Dimensional Insights: Benchmarking Real-World Personalization in Large Multimodal Models cites this paper.

Multi-Dimensional Insights: Benchmarking Real-World Personalization in Large Multimodal Models MAmmoTH2: Scaling Instructions from the Web

Reference 76

Resolution: unresolved; no resolver link, observed 2026-08-11T13:58:43.794129Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 630ecdc3-b899-4d5d-9015-2605c8c0af01 · inbound

Offline Reinforcement Learning for LLM Multi-Step Reasoning cites this paper.

Offline Reinforcement Learning for LLM Multi-Step Reasoning MAmmoTH2: Scaling Instructions from the Web

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-11T10:50:19.106362Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 14e08398-944a-4a7c-9328-6ce04b2aabd3 · inbound

Visual Large Language Models for Generalized and Specialized Applications cites this paper.

Visual Large Language Models for Generalized and Specialized Applications MAmmoTH2: Scaling Instructions from the Web

Reference 293

Resolution: unresolved; no resolver link, observed 2026-08-10T22:08:10.037128Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e2f1b138-f52b-4824-b168-1d3473c6ddab · inbound

CoddLLM: Empowering Large Language Models for Data Analytics cites this paper.

CoddLLM: Empowering Large Language Models for Data Analytics MAmmoTH2: Scaling Instructions from the Web

Reference 75

Resolution: unresolved; no resolver link, observed 2026-08-09T19:30:38.659184Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3a8e8894-dc67-41c4-ba23-63b27de10a6e · inbound

Process Reinforcement through Implicit Rewards cites this paper.

Process Reinforcement through Implicit Rewards MAmmoTH2: Scaling Instructions from the Web

Reference 60

Resolution: verified exact; arxiv_id, observed 2026-05-11T20:23:30.879781Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 9e4c3ad5-16f6-4a88-8bac-4043bca9582a · inbound

Position: Multimodal Large Language Models Can Significantly Advance Scientific Reasoning cites this paper.

Position: Multimodal Large Language Models Can Significantly Advance Scientific Reasoning MAmmoTH2: Scaling Instructions from the Web

Reference 243

Resolution: verified exact; arxiv_id, observed 2026-05-23T04:32:33.168685Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation f37a60ce-af3d-4dc3-b3d7-07bfa999b013 · inbound

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

CodeI/O: Condensing Reasoning Patterns via Code Input-Output Prediction MAmmoTH2: Scaling Instructions from the Web

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-08T13:11:51.786167Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5892fd4e-f7e1-4f70-b5ee-23efcc2377c5 · inbound

One Example Shown, Many Concepts Known! Counterexample-Driven Conceptual Reasoning in Mathematical LLMs cites this paper.

One Example Shown, Many Concepts Known! Counterexample-Driven Conceptual Reasoning in Mathematical LLMs MAmmoTH2: Scaling Instructions from the Web

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-08T11:01:03.524223Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 67f5e408-faec-4e24-b5f0-10d70d4cbaf9 · inbound

Beyond Templates: Dynamic Adaptation of Reasoning Demonstrations via Feasibility-Aware Exploration cites this paper.

Beyond Templates: Dynamic Adaptation of Reasoning Demonstrations via Feasibility-Aware Exploration MAmmoTH2: Scaling Instructions from the Web

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-07T13:54:12.491981Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cf98c9ff-b42a-496e-9dde-b54d27aff825 · inbound

Scaling Reasoning without Attention cites this paper.

Scaling Reasoning without Attention MAmmoTH2: Scaling Instructions from the Web

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-07T13:13:28.299855Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2eca3266-6d6a-4d49-8891-57e20a7381df · inbound

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

A Survey on Large Language Models for Mathematical Reasoning MAmmoTH2: Scaling Instructions from the Web

Reference 102

Resolution: unresolved; no resolver link, observed 2026-08-07T05:14:47.552410Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 33721b64-c380-41c5-a00a-e4e9b6b54103 · inbound

IFEvalCode: Controlled Code Generation cites this paper.

IFEvalCode: Controlled Code Generation MAmmoTH2: Scaling Instructions from the Web

Reference 75

Resolution: unresolved; no resolver link, observed 2026-08-06T11:44:34.126248Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aae23b8d-5928-4e2a-9202-60cc7bc8c165 · inbound

Coupled Variational Reinforcement Learning for Language Model General Reasoning cites this paper.

Coupled Variational Reinforcement Learning for Language Model General Reasoning MAmmoTH2: Scaling Instructions from the Web

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-03T16:43:57.892407Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fecf1d13-a05c-4f37-a98a-64dbe28ed678 · inbound

Why Supervised Fine-Tuning Fails to Learn: A Systematic Study of Incomplete Learning in Large Language Models cites this paper.

Why Supervised Fine-Tuning Fails to Learn: A Systematic Study of Incomplete Learning in Large Language Models MAmmoTH2: Scaling Instructions from the Web

Reference 14

Resolution: malformed identifier; arxiv_id, observed 2026-05-11T08:21:00.336915Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation a0168488-637e-4804-bf57-5ccbbeb55544 · inbound

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

Multi-Turn On-Policy Distillation with Prefix Replay MAmmoTH2: Scaling Instructions from the Web

Reference 71

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 21481048-a15e-45ca-a546-1ff1ed5e919a · inbound

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

Multi-Turn On-Policy Distillation with Prefix Replay MAmmoTH2: Scaling Instructions from the Web

Reference 72

Resolution: unresolved; no resolver link, observed 2026-08-02T08:40:39.565899Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.