Pith. sign in

Paper Citation Record · LEDGER

Measuring Task-Agnostic Training Data Influence Across Language Model Pretraining

As of 14 August 2026, this Paper Citation Record lists 19 of 19 outbound references and 0 inbound Pith citation observations for arXiv:2608.13515.

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

pith.paper-citation-record.v1
2608.13515 v1

Coverage vector

measured 19 of 19 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-14T05:20:28.737198Z

measured 19 of 19 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

19 of 19 outbound references displayed

  • verified exact0
  • verified fuzzy8
  • unresolved10
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation cb8a18f1-432a-409a-b1a4-6f3869eafcdd · outbound

This paper cites Towards tracing knowledge in language models back to the training data.

Measuring Task-Agnostic Training Data Influence Across Language Model Pretraining Towards tracing knowledge in language models back to the training data

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T05:20:29.147563Z

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.

source=pdf_text observed=2026-08-14T05:20:28.657844Z digest=sha256:11ed82fddec12f03a622f58f1d01f33ffd19131f60df27f9c4edd8ee54b2f67f

Observation 6d0b2c6f-a56e-4984-9758-300680aca8e1 · outbound

This paper cites EuroLLM: Multilingual Language Models for Europe.

Measuring Task-Agnostic Training Data Influence Across Language Model Pretraining EuroLLM: Multilingual Language Models for Europe

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-14T05:20:28.694299Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T05:20:28.694299Z digest=sha256:7712d8dd88489097096bf171deb0db7ef9c2a90531e5eb762939acb6b3f3da2b

Observation d218f962-31f0-4602-871d-c2376e182341 · outbound

This paper cites URLhttps://arxiv.org/abs/2502.11411.

Measuring Task-Agnostic Training Data Influence Across Language Model Pretraining URLhttps://arxiv.org/abs/2502.11411

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-14T05:20:28.698559Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T05:20:28.698559Z digest=sha256:942ac5c2e8e7843080339f788ed13e266f4d2a0379b8c53b01ef74d840062ad1

Observation fa9d9395-6e8c-494e-b3e4-4986ced792a9 · outbound

This paper cites Oskar van der Wal, Pietro Lesci, Max M¨uller-Eberstein, Naomi Saphra, Hailey Schoelkopf, Willem Zuidema, and Stella Biderman.

Measuring Task-Agnostic Training Data Influence Across Language Model Pretraining Oskar van der Wal, Pietro Lesci, Max M¨uller-Eberstein, Naomi Saphra, Hailey Schoelkopf, Willem Zuidema, and Stella Biderman

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T05:20:29.095785Z

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.

source=pdf_text observed=2026-08-14T05:20:28.703300Z digest=sha256:94ea1353f6a01d32be16db50241b21acd1e8f8e4be092a6dd90da62dfa4fe9ba

Observation 8d856abe-b6e7-47be-8115-05c62a9ea4ef · outbound

This paper cites doi: 10.1109/TPAMI.2021.3069908.

Measuring Task-Agnostic Training Data Influence Across Language Model Pretraining doi: 10.1109/TPAMI.2021.3069908

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-14T05:20:28.707297Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T05:20:28.707297Z digest=sha256:afce5d165eeabd929840a3e5b345c0857e5feb4f23384845c87b1ea70b68b99a

Observation c578e055-de09-4170-9685-ec8240171b38 · outbound

This paper cites " href="../../../demos/logger-strategy/.

Measuring Task-Agnostic Training Data Influence Across Language Model Pretraining " href="../../../demos/logger-strategy/

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T05:20:29.082250Z

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.

source=pdf_text observed=2026-08-14T05:20:28.711666Z digest=sha256:bcecef0da6ac7b8165998791721d39176bb6d3a5f0996d0818496f6316d43aff

Observation 258acba8-215b-4d4f-93d0-5d35a484308e · outbound

This paper cites an unresolved cited work.

Measuring Task-Agnostic Training Data Influence Across Language Model Pretraining Unresolved cited work

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-08-14T05:20:29.068566Z

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.

source=pdf_text observed=2026-08-14T05:20:28.716145Z digest=sha256:b5325877218da9db3f51e97462115823e992b66efb8409e5de3eb7f39f33894f

Observation ca37c418-b7f5-420c-b82d-ddd73a4782a4 · outbound

This paper cites an unresolved cited work.

Measuring Task-Agnostic Training Data Influence Across Language Model Pretraining Unresolved cited work

Reference 15

Resolution
unresolved
raw_fallback, observed 2026-08-14T05:20:29.053692Z

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.

source=pdf_text observed=2026-08-14T05:20:28.720172Z digest=sha256:4aeae140e38437c688d5c293ec18a66df635c22e371f749dfb41cf54da67fbd1

Observation fc5bf851-4661-47a5-8239-40495b457c12 · outbound

This paper cites This suggests that the observed domain-level contribution dynamics may be somewhat more sensitive to data ordering than to weight initialization.

Measuring Task-Agnostic Training Data Influence Across Language Model Pretraining This suggests that the observed domain-level contribution dynamics may be somewhat more sensitive to data ordering than to weight initialization

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T05:20:29.040395Z

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.

source=pdf_text observed=2026-08-14T05:20:28.723934Z digest=sha256:ce3efaa4a1f456021344b968b378c8160dbffcc2126e2b419b526a4914a09f69

Observation c31447d2-8a5a-43f5-a03c-1826a049fccf · outbound

This paper cites Because our analysis uses only within-interval rankings, we omit this common factor.

Measuring Task-Agnostic Training Data Influence Across Language Model Pretraining Because our analysis uses only within-interval rankings, we omit this common factor

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T05:20:29.025487Z

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.

source=pdf_text observed=2026-08-14T05:20:28.727543Z digest=sha256:3318de2046c569c73efdccd28681c7c45350c9ccc5c7ed1ed7ce3702c756c773

Observation 3c01101b-9942-402e-a428-7f692fa76874 · outbound

This paper cites Each model size includes three runs with different weight initializations and data orderings.

Measuring Task-Agnostic Training Data Influence Across Language Model Pretraining Each model size includes three runs with different weight initializations and data orderings

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T05:20:29.011482Z

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.

source=pdf_text observed=2026-08-14T05:20:28.732402Z digest=sha256:88cd681f2795a11e6033de1ee060a26740314fab341fd47a77be16775150514a

Observation b4bc89d8-ab11-4a53-98b1-07397bfbcf95 · outbound

This paper cites an unresolved cited work.

Measuring Task-Agnostic Training Data Influence Across Language Model Pretraining Unresolved cited work

Reference 19

Resolution
unresolved
raw_fallback, observed 2026-08-14T05:20:28.996538Z

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.

source=pdf_text observed=2026-08-14T05:20:28.737198Z digest=sha256:0d2934b5bc824cc42ee5c790c3f48d8a66755bb61feb051a48e09dc045dfb4d1

Observation aaeafa3f-d093-4f83-9d69-6ba705f130f2 · outbound

This paper cites ISBN 9781605585161.

Measuring Task-Agnostic Training Data Influence Across Language Model Pretraining ISBN 9781605585161

Reference 2009

Resolution
unresolved
no resolver link, observed 2026-08-14T05:20:28.667170Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T05:20:28.667170Z digest=sha256:eae6d23d6a31699ac3a2bb30a512a2fef9271e7ba4e4ee11aa36df691fc87d50

Observation dc305538-20ed-446f-a9d7-e1c4f9facbb6 · outbound

This paper cites Dai Liu, Jindong Gu, Hu Cao, Carsten Trinitis, and Martin Schulz.

Measuring Task-Agnostic Training Data Influence Across Language Model Pretraining Dai Liu, Jindong Gu, Hu Cao, Carsten Trinitis, and Martin Schulz

Reference 2017

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T05:20:29.109241Z

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.

source=pdf_text observed=2026-08-14T05:20:28.689431Z digest=sha256:c97a345be183799cfd9dcfae7c5ab84cc95ae119ac3f32fe5c5723300dd7efa9

Observation e5a72114-3e1b-4d26-b72d-af051fad4dcc · outbound

This paper cites The Pile: An 800GB Dataset of Diverse Text for Language Modeling.

Measuring Task-Agnostic Training Data Influence Across Language Model Pretraining The Pile: An 800GB Dataset of Diverse Text for Language Modeling

Reference 2020

Resolution
unresolved
no resolver link, observed 2026-08-14T05:20:28.680296Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T05:20:28.680296Z digest=sha256:3d6eb2c74de13e4a4c15270f394e02672642e71a70c661fb516c5df68eb18061

Observation f8c20293-97c8-4e21-b1c4-02832031fd02 · outbound

This paper cites doi: 10.18653/v1/ 2022.findings-emnlp.180.

Measuring Task-Agnostic Training Data Influence Across Language Model Pretraining doi: 10.18653/v1/ 2022.findings-emnlp.180

Reference 2022

Resolution
malformed identifier
no resolver link, observed 2026-08-14T05:20:28.662687Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T05:20:28.662687Z digest=sha256:0848a778b2f71f935693cc8e0eccdef232c6efb6eae4bfd379f0760c8b1c4c5c

Observation 78da8903-2e55-4ef1-9706-b55926bf4754 · outbound

This paper cites an unresolved cited work.

Measuring Task-Agnostic Training Data Influence Across Language Model Pretraining Unresolved cited work

Reference 2023

Resolution
unresolved
raw_fallback, observed 2026-08-14T05:20:29.134154Z

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.

source=pdf_text observed=2026-08-14T05:20:28.671423Z digest=sha256:fbb897b05706a24698377cb7842784a269b75d806da8307ae287e73b571c7805

Observation 57d97440-b48c-4802-a743-40fc3e5f0ed0 · outbound

This paper cites doi: 10.1007/ s10994-023-06495-7.

Measuring Task-Agnostic Training Data Influence Across Language Model Pretraining doi: 10.1007/ s10994-023-06495-7

Reference 2024

Resolution
unresolved
no resolver link, observed 2026-08-14T05:20:28.684958Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T05:20:28.684958Z digest=sha256:303763f2aa8f02158b2cc4d2bafb5bdda0cdaee3445fe1b2b6175eec43c83134

Observation f0d73867-dcbd-47d0-94bd-c41741f543b0 · outbound

This paper cites ISBN 978-9908-53-109-0.

Measuring Task-Agnostic Training Data Influence Across Language Model Pretraining ISBN 978-9908-53-109-0

Reference 2025

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T05:20:29.121569Z

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.

source=pdf_text observed=2026-08-14T05:20:28.676035Z digest=sha256:29ac573debb48e14de43c3eb24643b96c9bd56e10a3d45b40f7c3e034f78c2a9

Pith citing papers

No inbound Pith citation observations are available.