Paper Citation Record · LEDGER

emb-diversity: A Tool for Embedding-Based Measurement of Data Diversity

As of 22 August 2026, this Paper Citation Record lists 18 of 18 outbound references and 0 inbound Pith citation observations for arXiv:2607.19848.

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

pith.paper-citation-record.v1
2607.19848 v1

Coverage vector

measured 18 of 18 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-01T11:34:58.901066Z

measured 18 of 18 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+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

18 of 18 outbound references displayed

verified exact0
verified fuzzy0
unresolved18
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 66baa3c5-3136-4d96-8d0c-e37dd4629019 · outbound

This paper cites The design should always keep users informed about what is going on, through appropriate feedback within a reasonable amount of time.

emb-diversity: A Tool for Embedding-Based Measurement of Data Diversity The design should always keep users informed about what is going on, through appropriate feedback within a reasonable amount of time

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-01T11:34:58.085695Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c96a292c-8340-4190-819d-36ca22186006 · outbound

This paper cites an unresolved cited work.

emb-diversity: A Tool for Embedding-Based Measurement of Data Diversity Unresolved cited work

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-01T11:34:57.387313Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6ad8e29c-211d-4eb5-a472-59eae4c9bd6d · outbound

This paper cites an unresolved cited work.

emb-diversity: A Tool for Embedding-Based Measurement of Data Diversity Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-01T11:34:57.509453Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d2d18c2e-35aa-4e1d-ac0a-32c8866c0f11 · outbound

This paper cites an unresolved cited work.

emb-diversity: A Tool for Embedding-Based Measurement of Data Diversity Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-01T11:34:57.630603Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 98f05c0a-16f6-4054-a7c0-daf8b6991f02 · outbound

This paper cites In11th Inter- national Conference on Learning Representations, ICLR 2023.

emb-diversity: A Tool for Embedding-Based Measurement of Data Diversity In11th Inter- national Conference on Learning Representations, ICLR 2023

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-01T11:34:57.067166Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7e0dfc1e-2562-4f82-9c84-ca81f13834e4 · outbound

This paper cites InFindings of the Association for Computational Linguistics: EMNLP 2024, pages 9226–9242.

emb-diversity: A Tool for Embedding-Based Measurement of Data Diversity InFindings of the Association for Computational Linguistics: EMNLP 2024, pages 9226–9242

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-01T11:34:57.179657Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 025bd25d-a96e-408b-a0bc-2fbceb0e31db · outbound

This paper cites an unresolved cited work.

emb-diversity: A Tool for Embedding-Based Measurement of Data Diversity Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-01T11:34:57.753376Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3061655f-285b-46f0-88b2-1463d5796e73 · outbound

This paper cites We added short explanations of each heuristic, which were adapted from https://www.nngroup.com/articles/ how-to-conduct-a-heuristic-evaluation/.

emb-diversity: A Tool for Embedding-Based Measurement of Data Diversity We added short explanations of each heuristic, which were adapted from https://www.nngroup.com/articles/ how-to-conduct-a-heuristic-evaluation/

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-01T11:34:57.917325Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2cc3a809-6da9-481c-8928-44ee8edd1d2f · outbound

This paper cites The correlation scores were calculated on samples from 17 Common Pile domains.

emb-diversity: A Tool for Embedding-Based Measurement of Data Diversity The correlation scores were calculated on samples from 17 Common Pile domains

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-01T11:34:58.244636Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 436b4052-85ce-4f66-9ce6-0ad6990738d0 · outbound

This paper cites Either eliminate error-prone conditions, or check for them and present users with a con- firmation option before they commit to the action.").

emb-diversity: A Tool for Embedding-Based Measurement of Data Diversity Either eliminate error-prone conditions, or check for them and present users with a con- firmation option before they commit to the action.")

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-01T11:34:58.424577Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dc370ff7-838f-47e4-86d2-d5f6be9f19ad · outbound

This paper cites Allow users to tailor frequent actions.").

emb-diversity: A Tool for Embedding-Based Measurement of Data Diversity Allow users to tailor frequent actions.")

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-01T11:34:58.585295Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4907d50b-2e8d-4f33-833b-aee46e69ad2f · outbound

This paper cites Error messages should be expressed in plain language (no error codes), precisely indicate the problem, and construc- tively suggest a solution.

emb-diversity: A Tool for Embedding-Based Measurement of Data Diversity Error messages should be expressed in plain language (no error codes), precisely indicate the problem, and construc- tively suggest a solution

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-01T11:34:58.748532Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eaa74157-c2c0-4781-98bc-5e36d5ca7b9a · outbound

This paper cites It’s best if the sys- tem doesn’t need any additional explanation. However, it may be necessary to provide doc- umentation to help users understand how to complete their tasks.

emb-diversity: A Tool for Embedding-Based Measurement of Data Diversity It’s best if the sys- tem doesn’t need any additional explanation. However, it may be necessary to provide doc- umentation to help users understand how to complete their tasks

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-01T11:34:58.901066Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bf1e0ad9-aa27-414e-be79-5d0df3ee5155 · outbound

This paper cites Beyond Scale: The Diversity Coefficient as a Data Quality Metric for Variability in Natural Language Data.

emb-diversity: A Tool for Embedding-Based Measurement of Data Diversity Beyond Scale: The Diversity Coefficient as a Data Quality Metric for Variability in Natural Language Data

Reference 2021

Resolution: unresolved; no resolver link, observed 2026-08-01T11:34:56.762129Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2bcce196-4481-4600-8fd9-684aa945cc6f · outbound

This paper cites InPro- ceedings of the 7th Workshop on Representation Learning for NLP, pages 249–268, Dublin, Ireland.

emb-diversity: A Tool for Embedding-Based Measurement of Data Diversity InPro- ceedings of the 7th Workshop on Representation Learning for NLP, pages 249–268, Dublin, Ireland

Reference 2022

Resolution: unresolved; no resolver link, observed 2026-08-01T11:34:56.959157Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a7a88db8-37eb-4f21-9fd5-301c669846e8 · outbound

This paper cites In Advances in Neural Information Processing Systems, volume 36, pages 9931–9943.

emb-diversity: A Tool for Embedding-Based Measurement of Data Diversity In Advances in Neural Information Processing Systems, volume 36, pages 9931–9943

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-01T11:34:56.666293Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3027bc6e-283b-404b-9346-11358f8bc3df · outbound

This paper cites Diversity Measurement and Subset Selection for Instruction Tuning Datasets.

emb-diversity: A Tool for Embedding-Based Measurement of Data Diversity Diversity Measurement and Subset Selection for Instruction Tuning Datasets

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-01T11:34:56.880294Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e372c9ad-2820-4ac7-8e6d-d9ff9eeea054 · outbound

This paper cites Task” and “Human.

emb-diversity: A Tool for Embedding-Based Measurement of Data Diversity Task” and “Human

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-01T11:34:57.309918Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.