Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-16T04:06:01.830767Z
Paper Citation Record · LEDGER
As of 19 August 2026, this Paper Citation Record lists 23 of 23 outbound references and 0 inbound Pith citation observations for arXiv:2507.21056.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-16T04:06:01.830767Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
23 of 23 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation b400265f-8b15-4949-a813-1144c03ba5a1 · outbound
AI-Driven Generation of Data Contracts in Modern Data Engineering Systems Atlan, 2024[18]
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation ec11d067-de73-4e57-b1e0-a329833442be · outbound
AI-Driven Generation of Data Contracts in Modern Data Engineering Systems A Guide to Data Contracts
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 0539eda8-f681-402c-9622-c949d7908eda · outbound
AI-Driven Generation of Data Contracts in Modern Data Engineering Systems A Survey on Data Quality Dimensions and Tools for Machine Learning
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d4eec7a3-8831-4f35-9cfa-435ded61d1a0 · outbound
AI-Driven Generation of Data Contracts in Modern Data Engineering Systems Use Gemini to ingest and understand data
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation b164e3e6-e657-4551-968b-afe3d965a57a · outbound
AI-Driven Generation of Data Contracts in Modern Data Engineering Systems The Power of Fine- Tuning on Your Data: Quick Fix via Never-Ending Learning
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation df4be076-920b-49a9-ac1d-9d8457aa1c61 · outbound
AI-Driven Generation of Data Contracts in Modern Data Engineering Systems Building a Data-Centric Platform for Generative AI and LLMs at Snowflake
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 07d816f9-45c1-4a35-8dc0-ee52b918dfe5 · outbound
AI-Driven Generation of Data Contracts in Modern Data Engineering Systems Taxonomy Inference for Tabular Data Using Large Language Models
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 5f5f7894-7591-4854-aa5a-e13b7e53ede6 · outbound
AI-Driven Generation of Data Contracts in Modern Data Engineering Systems Generative AI
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation b2250843-c9b6-478b-969c-ad0402461d66 · outbound
AI-Driven Generation of Data Contracts in Modern Data Engineering Systems Attention Is All You Need
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 7d211d32-bba6-41a9-a27c-e82e8826c5e1 · outbound
AI-Driven Generation of Data Contracts in Modern Data Engineering Systems Parameter-Efficient Fine-Tuning for Large Models: A Comprehensive Survey
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 28faf3e2-1f6f-4dc6-a608-9cfb7f75f57b · outbound
AI-Driven Generation of Data Contracts in Modern Data Engineering Systems Decoding the drive-bath interplay: A guideline to enhance superconductivity
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 75f04d5a-567c-47dc-981c-7b2967aa3662 · outbound
AI-Driven Generation of Data Contracts in Modern Data Engineering Systems BERT: Pre-training of Deep Bidirectional Transformers for Language Under- standing
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 55cec537-0f2e-4f2f-9150-bb6ebcbb4524 · outbound
AI-Driven Generation of Data Contracts in Modern Data Engineering Systems Improving Language Un- derstanding by Generative Pre-Training
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation d07daa17-5c72-4262-b6fe-583282c15812 · outbound
AI-Driven Generation of Data Contracts in Modern Data Engineering Systems Language Models are Few-Shot Learners
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 40a5bf9f-2904-42c9-90ce-9c972331c25f · outbound
AI-Driven Generation of Data Contracts in Modern Data Engineering Systems Exploring the Limits of Transfer Learning with a Text-to-Text Transformer (T5)
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation c89f8661-7bbf-461f-ad01-ff69e1ecc82a · outbound
AI-Driven Generation of Data Contracts in Modern Data Engineering Systems LLaMA: Open and Efficient Foundation Language Models
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7d161e3b-0b6d-48ad-bde0-a1b7b6757542 · outbound
AI-Driven Generation of Data Contracts in Modern Data Engineering Systems A Survey on the Structure of Data Contracts
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 2a96bb33-f46b-40ae-bf78-a5b612a0e4db · outbound
AI-Driven Generation of Data Contracts in Modern Data Engineering Systems Generating Struc- tured Output from LLMs
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 5adfc4fa-a392-4ff8-94df-d239863e29b7 · outbound
AI-Driven Generation of Data Contracts in Modern Data Engineering Systems Connection of event shapes to the heavy-flavor baryon enhancement
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b5883458-9914-477a-bdda-0d8800bee23d · outbound
AI-Driven Generation of Data Contracts in Modern Data Engineering Systems DataOps and Generative AI: A Survey
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 249b1101-d517-4a16-972f-cef12498a222 · outbound
AI-Driven Generation of Data Contracts in Modern Data Engineering Systems Data Contracts: A Foundation for Data Products
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation ba41856e-60d9-429d-94f6-eb7c2426bf5e · outbound
AI-Driven Generation of Data Contracts in Modern Data Engineering Systems An Experimental Evalu- ation of LLMs for Data Pipeline Automation
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 39bc39f6-0af1-4e42-a339-251aeb22f001 · outbound
AI-Driven Generation of Data Contracts in Modern Data Engineering Systems Schema Inference in Modern Data Lakes
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
No inbound Pith citation observations are available.