Pith. sign in

Paper Citation Record · LEDGER

Take the Bull by the Horns: Hard Sample-Reweighted Continual Training Improves LLM Generalization

As of 9 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 4 inbound Pith citation observations for arXiv:2402.14270.

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

pith.paper-citation-record.v1
2402.14270 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 4 of 4 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-09T11:12:08.160998Z

measured 1 of 1 external citation measurements

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

Source: pith, observed 2026-08-05T02:28:24.338817Z

Reference resolution

0 of 0 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved0
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

3
pith, observed 2026-08-05T02:28:24.338817Z

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 2dc35d19-4a5f-42b8-9dae-830518ad121a · inbound

Upweighting Easy Samples in Fine-Tuning Mitigates Forgetting cites this paper.

Upweighting Easy Samples in Fine-Tuning Mitigates Forgetting Take the Bull by the Horns: Hard Sample-Reweighted Continual Training Improves LLM Generalization

Reference 2020

Resolution
unresolved
no resolver link, observed 2026-08-09T11:12:08.160998Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T11:12:08.160998Z digest=sha256:de0f46c18c49ecfa754af39ff5b7220f9949a1ae87771b91540d34667b48e196

Observation 9311650d-fc56-431a-ad92-bf9903a64d29 · inbound

Dynamic Loss-Based Sample Reweighting for Improved Large Language Model Pretraining cites this paper.

Dynamic Loss-Based Sample Reweighting for Improved Large Language Model Pretraining Take the Bull by the Horns: Hard Sample-Reweighted Continual Training Improves LLM Generalization

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-08T14:36:36.397638Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:36:36.397638Z digest=sha256:f31588c9abdbe5a2ab8a9823ce9b39267a94e3c2e541338ff1220a9327c569a0

Observation f69685dc-4d56-42c9-9f79-9fdf6ecf44bb · inbound

Language Models Improve When Pretraining Data Matches Target Tasks cites this paper.

Language Models Improve When Pretraining Data Matches Target Tasks Take the Bull by the Horns: Hard Sample-Reweighted Continual Training Improves LLM Generalization

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-06T16:53:09.175972Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T16:53:09.175972Z digest=sha256:76e8ec13d205bc4dd6cb6e26428477ffd43b83f77f64c433d047ccd2f02fb727

Observation 1050c8e3-e9c7-4bd2-8ddf-0e068b044aec · inbound

Revisiting Generalization Across Difficulty Levels: It's Not So Easy cites this paper.

Revisiting Generalization Across Difficulty Levels: It's Not So Easy Take the Bull by the Horns: Hard Sample-Reweighted Continual Training Improves LLM Generalization

Reference 6

Resolution
verified exact
local_arxiv, observed 2026-08-04T06:49:34.293840Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-04T06:45:51.788060Z digest=sha256:e73e86b6ec79215e6acb36c43ab16362a3e04d7d803ad059161be6886e69d714