Paper Citation Record · LEDGER

Skill-it! A Data-Driven Skills Framework for Understanding and Training Language Models

As of 18 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 14 inbound Pith citation observations for arXiv:2307.14430.

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

pith.paper-citation-record.v1
2307.14430 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 14 of 14 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00

measured 14 of 14 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-16T04:49:32.951293Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-06-30T23:25:07.199729Z

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 514ef71d-3fed-4bc1-80cf-4f79b49c7818 · inbound

A Survey of Large Language Models cites this paper.

A Survey of Large Language Models Skill-it! A Data-Driven Skills Framework for Understanding and Training Language Models

Reference 257

Resolution: metadata mismatch; arxiv_id, observed 2026-05-10T22:46:40.556104Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 6a7b69a9-3a39-41ae-86ba-2a379d29608d · 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 Skill-it! A Data-Driven Skills Framework for Understanding and Training Language Models

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-11T22:57:01.583153Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7ef5cc08-1c9c-4864-ae67-de92eaa2b551 · inbound

Error-driven Data-efficient Large Multimodal Model Tuning cites this paper.

Error-driven Data-efficient Large Multimodal Model Tuning Skill-it! A Data-Driven Skills Framework for Understanding and Training Language Models

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-11T11:18:30.753092Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6e97b39e-f9ae-48bf-ac0c-37a5ae213153 · inbound

MegaScale-Data: Scaling Dataloader for Multisource Large Foundation Model Training cites this paper.

MegaScale-Data: Scaling Dataloader for Multisource Large Foundation Model Training Skill-it! A Data-Driven Skills Framework for Understanding and Training Language Models

Reference 10

Resolution: verified exact; arxiv_id, observed 2026-05-22T21:15:09.517512Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 19297c32-4a8a-4099-8b3b-f3ec652e8c0b · inbound

R&B: Domain Regrouping and Data Mixture Balancing for Efficient Foundation Model Training cites this paper.

R&B: Domain Regrouping and Data Mixture Balancing for Efficient Foundation Model Training Skill-it! A Data-Driven Skills Framework for Understanding and Training Language Models

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-16T04:49:32.951293Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 32058b09-fae7-4ce8-bfc0-e861a5801d4b · inbound

GRAPE: Optimize Data Mixture for Group Robust Multi-target Adaptive Pretraining cites this paper.

GRAPE: Optimize Data Mixture for Group Robust Multi-target Adaptive Pretraining Skill-it! A Data-Driven Skills Framework for Understanding and Training Language Models

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-07T14:04:24.403499Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bcc8f024-6663-461c-8527-49b1cecfbe75 · inbound

Rethinking Data Mixture for Large Language Models: A Comprehensive Survey and New Perspectives cites this paper.

Rethinking Data Mixture for Large Language Models: A Comprehensive Survey and New Perspectives Skill-it! A Data-Driven Skills Framework for Understanding and Training Language Models

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T13:33:49.258242Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 74ec2f22-4cd2-4a93-b764-10503f43d5f3 · inbound

SoK: Agentic Skills -- Beyond Tool Use in LLM Agents cites this paper.

SoK: Agentic Skills -- Beyond Tool Use in LLM Agents Skill-it! A Data-Driven Skills Framework for Understanding and Training Language Models

Reference 38

Resolution: metadata mismatch; arxiv_id, observed 2026-05-14T23:19:31.140730Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation a765339b-af6d-4574-91c1-90516086c4e6 · inbound

A Comprehensive Survey on Agent Skills: Taxonomy, Techniques, and Applications cites this paper.

A Comprehensive Survey on Agent Skills: Taxonomy, Techniques, and Applications Skill-it! A Data-Driven Skills Framework for Understanding and Training Language Models

Reference 116

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T04:20:57.379032Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation abdb2796-424a-4063-b1d0-91cae2ff413f · inbound

A Comprehensive Survey on Agent Skills: Taxonomy, Techniques, and Applications cites this paper.

A Comprehensive Survey on Agent Skills: Taxonomy, Techniques, and Applications Skill-it! A Data-Driven Skills Framework for Understanding and Training Language Models

Reference 117

Resolution: metadata mismatch; arxiv_id, observed 2026-05-20T23:19:15.077933Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation e4402577-0578-4211-b269-d4e7fb0c074c · inbound

A Comprehensive Survey on Agent Skills: Taxonomy, Techniques, and Applications cites this paper.

A Comprehensive Survey on Agent Skills: Taxonomy, Techniques, and Applications Skill-it! A Data-Driven Skills Framework for Understanding and Training Language Models

Reference 109

Resolution: metadata mismatch; arxiv_id, observed 2026-06-30T23:25:07.201477Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation ba9761c5-b877-4017-85a2-988adc7d5502 · inbound

HEBATRON: A Hebrew-Specialized Open-Weight Mixture-of-Experts Language Model cites this paper.

HEBATRON: A Hebrew-Specialized Open-Weight Mixture-of-Experts Language Model Skill-it! A Data-Driven Skills Framework for Understanding and Training Language Models

Reference 1

Resolution: verified exact; arxiv_id, observed 2026-05-13T01:52:05.178831Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 47d686fb-09b8-4ab2-91a4-7fd90ca8d0b8 · inbound

Pretraining Curricula Enable Selective Fine-tuning cites this paper.

Pretraining Curricula Enable Selective Fine-tuning Skill-it! A Data-Driven Skills Framework for Understanding and Training Language Models

Reference 11

Resolution: unresolved; no resolver link, observed 2026-07-11T12:36:24.747752Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9e5be6e5-1fb9-4f6c-973e-6ce9a0168607 · inbound

Epiplexity Guided Data Selection and Generation for Out-of-Distribution Generalization cites this paper.

Epiplexity Guided Data Selection and Generation for Out-of-Distribution Generalization Skill-it! A Data-Driven Skills Framework for Understanding and Training Language Models

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-16T00:34:17.239067Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.