Paper Citation Record · LEDGER

Agentic Instruction Data Selection: Let DataMaster Interpret Your Intent

As of 14 August 2026, this Paper Citation Record lists 42 of 42 outbound references and 0 inbound Pith citation observations for arXiv:2608.10579.

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

pith.paper-citation-record.v1
2608.10579 v1

Coverage vector

measured 42 of 42 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-12T21:35:51.784269Z

measured 42 of 42 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+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

42 of 42 outbound references displayed

verified exact4
verified fuzzy8
unresolved29
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 0f11da65-a1b3-4602-83e9-7ffae5658fb5 · outbound

This paper cites From Quantity to Quality: Boosting.

Agentic Instruction Data Selection: Let DataMaster Interpret Your Intent From Quantity to Quality: Boosting

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-12T21:35:51.599192Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation be9a8d9b-6a20-46c6-82b8-4e0c779331a8 · outbound

This paper cites Superfiltering: Weak-to-Strong Data Filtering for Fast Instruction-Tuning , booktitle =.

Agentic Instruction Data Selection: Let DataMaster Interpret Your Intent Superfiltering: Weak-to-Strong Data Filtering for Fast Instruction-Tuning , booktitle =

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-12T21:35:51.605911Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0bfc0120-aef3-4d5a-a3f4-5326625ea4a8 · outbound

This paper cites Findings of the Association for Computational Linguistics,.

Agentic Instruction Data Selection: Let DataMaster Interpret Your Intent Findings of the Association for Computational Linguistics,

Reference 3

Resolution: verified exact; doi, observed 2026-08-12T21:35:52.101128Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation a1ed338f-2adf-4272-82f8-6a550258b3d8 · outbound

This paper cites Select2Reason: Efficient Instruction-Tuning Data Selection for Long-CoT Reasoning , booktitle =.

Agentic Instruction Data Selection: Let DataMaster Interpret Your Intent Select2Reason: Efficient Instruction-Tuning Data Selection for Long-CoT Reasoning , booktitle =

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T21:35:52.487512Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 04c442a0-2f1c-4ed6-a12e-ed0531a736c6 · outbound

This paper cites Wong and Dongfang Li and Ziyi Wang and Baotian Hu and Min Zhang , editor =.

Agentic Instruction Data Selection: Let DataMaster Interpret Your Intent Wong and Dongfang Li and Ziyi Wang and Baotian Hu and Min Zhang , editor =

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T21:35:52.473612Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 86128ab1-d47e-4571-a347-918baddfb4ec · outbound

This paper cites The Twelfth International Conference on Learning Representations,.

Agentic Instruction Data Selection: Let DataMaster Interpret Your Intent The Twelfth International Conference on Learning Representations,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T21:35:52.459899Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 814c5d7f-c5b5-4d33-b3ce-49863930e72e · outbound

This paper cites The Twelfth International Conference on Learning Representations,.

Agentic Instruction Data Selection: Let DataMaster Interpret Your Intent The Twelfth International Conference on Learning Representations,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T21:35:52.443935Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 98c94479-f517-434b-a20e-897944ab21e0 · outbound

This paper cites The Twelfth International Conference on Learning Representations,.

Agentic Instruction Data Selection: Let DataMaster Interpret Your Intent The Twelfth International Conference on Learning Representations,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T21:35:52.430124Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 22f4cb1d-a886-4af5-ba9c-481d19dc03f4 · outbound

This paper cites Clustering and Ranking: Diversity-preserved Instruction Selection through Expert-aligned Quality Estimation , booktitle =.

Agentic Instruction Data Selection: Let DataMaster Interpret Your Intent Clustering and Ranking: Diversity-preserved Instruction Selection through Expert-aligned Quality Estimation , booktitle =

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-12T21:35:51.637384Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ad7f83ea-a5d1-45fd-b644-dc9c15e01aa0 · outbound

This paper cites MoDS: Model-oriented Data Selection for Instruction Tuning.

Agentic Instruction Data Selection: Let DataMaster Interpret Your Intent MoDS: Model-oriented Data Selection for Instruction Tuning

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-12T21:35:51.641969Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9ae12d72-ebda-4805-9f22-fb5d795b8f8d · outbound

This paper cites Instruction Mining: Instruction Data Selection for Tuning Large Language Models.

Agentic Instruction Data Selection: Let DataMaster Interpret Your Intent Instruction Mining: Instruction Data Selection for Tuning Large Language Models

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-12T21:35:51.646640Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ef4cfa7b-9e74-468a-be16-f36d3cd94e89 · outbound

This paper cites Proceedings of the Thirty-Fourth International Joint Conference on Artificial Intelligence,.

Agentic Instruction Data Selection: Let DataMaster Interpret Your Intent Proceedings of the Thirty-Fourth International Joint Conference on Artificial Intelligence,

Reference 12

Resolution: verified exact; doi, observed 2026-08-12T21:35:52.050571Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation e777027c-4e10-4cac-9ab2-724960b0f8c5 · outbound

This paper cites an unresolved cited work.

Agentic Instruction Data Selection: Let DataMaster Interpret Your Intent Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-12T21:35:51.655691Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 72951c21-8098-4e52-935a-7dc91724ed37 · outbound

This paper cites ResoFilter: Fine-grained Synthetic Data Filtering for Large Language Models through Data-Parameter Resonance Analysis , booktitle =.

Agentic Instruction Data Selection: Let DataMaster Interpret Your Intent ResoFilter: Fine-grained Synthetic Data Filtering for Large Language Models through Data-Parameter Resonance Analysis , booktitle =

Reference 14

Resolution: verified exact; doi, observed 2026-08-12T21:35:52.035872Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 3a11ad49-fc20-475a-bbf0-13830c50c890 · outbound

This paper cites HuatuoGPT-o1, Towards Medical Complex Reasoning with LLMs.

Agentic Instruction Data Selection: Let DataMaster Interpret Your Intent HuatuoGPT-o1, Towards Medical Complex Reasoning with LLMs

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-12T21:35:51.664197Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bee9a87f-097b-48b8-928c-efb56cfbaa03 · outbound

This paper cites UltraMedical: Building Specialized Generalists in Biomedicine , booktitle =.

Agentic Instruction Data Selection: Let DataMaster Interpret Your Intent UltraMedical: Building Specialized Generalists in Biomedicine , booktitle =

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T21:35:52.406795Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 384c16f6-d178-43cc-b2b7-11eb755ed4cb · outbound

This paper cites SelfCodeAlign: Self-Alignment for Code Generation , booktitle =.

Agentic Instruction Data Selection: Let DataMaster Interpret Your Intent SelfCodeAlign: Self-Alignment for Code Generation , booktitle =

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T21:35:52.393404Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation de9b4de5-b0da-4295-a960-398bb81d4f26 · outbound

This paper cites Tulu 3: Pushing Frontiers in Open Language Model Post-Training.

Agentic Instruction Data Selection: Let DataMaster Interpret Your Intent Tulu 3: Pushing Frontiers in Open Language Model Post-Training

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-12T21:35:51.677628Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ec3ee997-aaa1-4ef5-b407-4c4b7b49e411 · outbound

This paper cites Qwen2.5 Technical Report.

Agentic Instruction Data Selection: Let DataMaster Interpret Your Intent Qwen2.5 Technical Report

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-12T21:35:51.682383Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7fba3e75-434d-4760-a0c9-9ac23ebd1b2a · outbound

This paper cites The Llama 3 Herd of Models.

Agentic Instruction Data Selection: Let DataMaster Interpret Your Intent The Llama 3 Herd of Models

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-12T21:35:51.687021Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation abc63c5f-5e35-4d2e-a117-7a8df0a7f707 · outbound

This paper cites Olmo 3.

Agentic Instruction Data Selection: Let DataMaster Interpret Your Intent Olmo 3

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-12T21:35:51.691902Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7f176696-3681-492d-9460-48e8e57affe1 · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

Agentic Instruction Data Selection: Let DataMaster Interpret Your Intent Training Verifiers to Solve Math Word Problems

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-12T21:35:51.696814Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b3d50882-1ab0-4557-b5a9-2e622f11e67d · outbound

This paper cites Measuring Mathematical Problem Solving With the.

Agentic Instruction Data Selection: Let DataMaster Interpret Your Intent Measuring Mathematical Problem Solving With the

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-12T21:35:51.701055Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 10ae1aac-de5c-4b60-b37a-e80c884828c8 · outbound

This paper cites Ramasesh and Ambrose Slone and Cem Anil and Imanol Schlag and Theo Gutman.

Agentic Instruction Data Selection: Let DataMaster Interpret Your Intent Ramasesh and Ambrose Slone and Cem Anil and Imanol Schlag and Theo Gutman

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-12T21:35:51.705174Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f7603b00-7379-49b2-b256-4a58b10e4e89 · outbound

This paper cites Evaluating Large Language Models Trained on Code.

Agentic Instruction Data Selection: Let DataMaster Interpret Your Intent Evaluating Large Language Models Trained on Code

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-12T21:35:51.709462Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c4b99781-10f0-4f45-86fc-f35216fa45e0 · outbound

This paper cites LiveCodeBench: Holistic and Contamination Free Evaluation of Large Language Models for Code , booktitle =.

Agentic Instruction Data Selection: Let DataMaster Interpret Your Intent LiveCodeBench: Holistic and Contamination Free Evaluation of Large Language Models for Code , booktitle =

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-12T21:35:51.713970Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 56d17840-4467-464d-a01e-4beba152f589 · outbound

This paper cites BigCodeBench: Benchmarking Code Generation with Diverse Function Calls and Complex Instructions , booktitle =.

Agentic Instruction Data Selection: Let DataMaster Interpret Your Intent BigCodeBench: Benchmarking Code Generation with Diverse Function Calls and Complex Instructions , booktitle =

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-12T21:35:51.718135Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 40cb6d33-21d4-4a30-8194-a3c84dded5f7 · outbound

This paper cites What Disease does this Patient Have? A Large-scale Open Domain Question Answering Dataset from Medical Exams.

Agentic Instruction Data Selection: Let DataMaster Interpret Your Intent What Disease does this Patient Have? A Large-scale Open Domain Question Answering Dataset from Medical Exams

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-12T21:35:51.722281Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation abaf3677-d1d2-4d9a-b8f2-bdfbaecf9693 · outbound

This paper cites 9th International Conference on Learning Representations,.

Agentic Instruction Data Selection: Let DataMaster Interpret Your Intent 9th International Conference on Learning Representations,

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-12T21:35:51.726634Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 07a7163d-a0c5-45e8-8853-0be9708b6a8b · outbound

This paper cites GPQA: A Graduate-Level Google-Proof Q&A Benchmark.

Agentic Instruction Data Selection: Let DataMaster Interpret Your Intent GPQA: A Graduate-Level Google-Proof Q&A Benchmark

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-12T21:35:51.730677Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3c965e1c-e141-44f0-a731-bc304d5c7fab · outbound

This paper cites M3-Embedding: Multi-Linguality, Multi-Functionality, Multi-Granularity Text Embeddings Through Self-Knowledge Distillation , booktitle =.

Agentic Instruction Data Selection: Let DataMaster Interpret Your Intent M3-Embedding: Multi-Linguality, Multi-Functionality, Multi-Granularity Text Embeddings Through Self-Knowledge Distillation , booktitle =

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-12T21:35:51.735246Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a075409a-f322-49f3-9117-212ba7d9d0b1 · outbound

This paper cites Balappanawar and Weicong Chen and Shashank Kambhatla and Srinivasan Iyengar and Shivkumar Kalyanaraman and Ponnurangam Kumaraguru and Vipin Chaudhary , title =.

Agentic Instruction Data Selection: Let DataMaster Interpret Your Intent Balappanawar and Weicong Chen and Shashank Kambhatla and Srinivasan Iyengar and Shivkumar Kalyanaraman and Ponnurangam Kumaraguru and Vipin Chaudhary , title =

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-12T21:35:51.739797Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ecd402b2-b3fa-4c83-b178-f98347deaa20 · outbound

This paper cites FT-Dojo: Towards Autonomous LLM Fine-Tuning with Language Agents.

Agentic Instruction Data Selection: Let DataMaster Interpret Your Intent FT-Dojo: Towards Autonomous LLM Fine-Tuning with Language Agents

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-12T21:35:51.743934Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6c9520ed-a5cb-42a6-864a-a1e90cb2107a · outbound

This paper cites Exploring Autonomous Agentic Data Engineering for Model Specialization.

Agentic Instruction Data Selection: Let DataMaster Interpret Your Intent Exploring Autonomous Agentic Data Engineering for Model Specialization

Reference 34

Resolution: verified exact; local_arxiv, observed 2026-08-12T21:35:51.916390Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 63dec10e-ad0e-4de6-b549-e81ba5a9aa66 · outbound

This paper cites Can Generalist Agents Automate Data Curation?.

Agentic Instruction Data Selection: Let DataMaster Interpret Your Intent Can Generalist Agents Automate Data Curation?

Reference 35

Resolution: metadata mismatch; local_arxiv, observed 2026-08-12T21:35:51.896644Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 50f68434-9e5a-4c19-8650-5e159d827d27 · outbound

This paper cites 2026 , publisher =.

Agentic Instruction Data Selection: Let DataMaster Interpret Your Intent 2026 , publisher =

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-12T21:35:51.758714Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation baa1807b-d987-4ffa-b675-2e5c5cc85fd0 · outbound

This paper cites Take the essence and discard the dross:.

Agentic Instruction Data Selection: Let DataMaster Interpret Your Intent Take the essence and discard the dross:

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-12T21:35:51.762719Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 39afcee7-9c16-4748-bfae-d7f23d25d2f0 · outbound

This paper cites Data Selection for Language Models via Importance Resampling , booktitle =.

Agentic Instruction Data Selection: Let DataMaster Interpret Your Intent Data Selection for Language Models via Importance Resampling , booktitle =

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T21:35:52.336459Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation d9359944-a77c-4193-922b-d573a0906343 · outbound

This paper cites an unresolved cited work.

Agentic Instruction Data Selection: Let DataMaster Interpret Your Intent Unresolved cited work

Reference 39

Resolution: unresolved; raw_fallback, observed 2026-08-12T21:35:52.322581Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation a594a563-d6d5-4b96-8872-285ebbc85071 · outbound

This paper cites How to Fine-Tune a Reasoning Model? A Teacher-Student Cooperation Framework to Synthesize Student-Consistent SFT Data.

Agentic Instruction Data Selection: Let DataMaster Interpret Your Intent How to Fine-Tune a Reasoning Model? A Teacher-Student Cooperation Framework to Synthesize Student-Consistent SFT Data

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-12T21:35:51.775239Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b09eba1d-2e49-432f-a0a0-c6548a42dc1a · outbound

This paper cites DeepSeek-V4: Towards Highly Efficient Million-Token Context Intelligence , journal =.

Agentic Instruction Data Selection: Let DataMaster Interpret Your Intent DeepSeek-V4: Towards Highly Efficient Million-Token Context Intelligence , journal =

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-12T21:35:51.779812Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2ba5dc9e-5d5f-4878-a1b3-131b7bccd241 · outbound

This paper cites Generalized Slow Roll for Tensors.

Agentic Instruction Data Selection: Let DataMaster Interpret Your Intent Generalized Slow Roll for Tensors

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-12T21:35:51.784269Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.