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Paper Citation Record · LEDGER

TiMoE: Time-Aware Mixture of Language Experts

As of 19 August 2026, this Paper Citation Record lists 10 of 10 outbound references and 2 inbound Pith citation observations for arXiv:2508.08827.

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

pith.paper-citation-record.v1
2508.08827 v1

Coverage vector

measured 10 of 10 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T21:26:44.010093Z

measured 12 of 12 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-30T16:53:01.583415Z

measured 1 of 1 external citation measurements

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

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

Reference resolution

10 of 10 outbound references displayed

  • verified exact0
  • verified fuzzy4
  • unresolved6
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

0
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

Observation 30db3691-3c4c-4ef9-a299-d674793cc065 · outbound

This paper cites an unresolved cited work.

TiMoE: Time-Aware Mixture of Language Experts Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-08-05T21:26:46.175659Z

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.

source=pdf_text observed=2026-08-05T21:26:43.244878Z digest=sha256:309392add8f5ca243f29be166ac963d17b609c428a379af2a09ae0b562be81c8

Observation 0be0ed54-771b-47e1-b628-397683013cf4 · outbound

This paper cites an unresolved cited work.

TiMoE: Time-Aware Mixture of Language Experts Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-08-05T21:26:45.951318Z

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.

source=pdf_text observed=2026-08-05T21:26:43.371252Z digest=sha256:8c249ed3129aaa10415a2b3be2199abaf1564e3f99c1529c6880fc8887f07746

Observation c9a86e63-d2e3-4abe-abd2-997ecdc1aa73 · outbound

This paper cites an unresolved cited work.

TiMoE: Time-Aware Mixture of Language Experts Unresolved cited work

Reference 3

Resolution
unresolved
raw_fallback, observed 2026-08-05T21:26:45.710626Z

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.

source=pdf_text observed=2026-08-05T21:26:43.512047Z digest=sha256:88bc9d586de5705ea5caf8bcf6ce8f247dad7031af852f14bab3db5b09f90539

Observation 8bcbeeb9-f643-46d5-b531-8280e8259196 · outbound

This paper cites Use this tag when there is not enough data from the dataset's timeline to identify a valid answer.

TiMoE: Time-Aware Mixture of Language Experts Use this tag when there is not enough data from the dataset's timeline to identify a valid answer

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T21:26:45.373068Z

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.

source=pdf_text observed=2026-08-05T21:26:43.666039Z digest=sha256:e3d5f235f8deb8e199c78087b331fbacfc37595edd96531661f9eadd4fd3151a

Observation 45a36ce6-11b7-4e6a-9a33-497341d52367 · outbound

This paper cites The 'irrelevant' tag should be used if an answer does not match the timeline for the given question or when insufficient data from the timeline exists to make the answer relevant.

TiMoE: Time-Aware Mixture of Language Experts The 'irrelevant' tag should be used if an answer does not match the timeline for the given question or when insufficient data from the timeline exists to make the answer relevant

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T21:26:45.029465Z

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.

source=pdf_text observed=2026-08-05T21:26:43.786613Z digest=sha256:70a7ed9dfa3d10808073f66d3090697b8da9dd5001947270b393adb85cf9712e

Observation 09584b6a-ae05-4985-97b4-e97ab4813453 · outbound

This paper cites Ensure that it is tagged correctly as 'correct', 'past', or 'future' based on its timeline.

TiMoE: Time-Aware Mixture of Language Experts Ensure that it is tagged correctly as 'correct', 'past', or 'future' based on its timeline

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T21:26:44.749770Z

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.

source=pdf_text observed=2026-08-05T21:26:43.898825Z digest=sha256:22f4424d8cb473cd6db8670c59683af1ae1c56daf7ad63ac57ca377f62b290ba

Observation 5f292441-4c46-4c9b-ab41-e7d19b86bb8f · outbound

This paper cites Do not provide any additional text, symbols, or explanations.

TiMoE: Time-Aware Mixture of Language Experts Do not provide any additional text, symbols, or explanations

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T21:26:44.445369Z

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.

source=pdf_text observed=2026-08-05T21:26:44.010093Z digest=sha256:1969c930203ec30fb7213294b580dae08e70667a83b1b36f73e92b83ce79fc22

Observation aba46ef9-ab2a-45da-8637-a9e14b10f787 · outbound

This paper cites Qwen2.5 Technical Report.

TiMoE: Time-Aware Mixture of Language Experts Qwen2.5 Technical Report

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-05T21:26:42.939956Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T21:26:42.939956Z digest=sha256:5fd59e4941c9f304fa8fd1be9a103b2e63a57f801bc97cf400c662044b72fadb

Observation 6e3a9e04-f97b-4d7a-a31c-268530224321 · outbound

This paper cites Delta-LoRA: Fine-Tuning High-Rank Parameters with the Delta of Low-Rank Matrices.

TiMoE: Time-Aware Mixture of Language Experts Delta-LoRA: Fine-Tuning High-Rank Parameters with the Delta of Low-Rank Matrices

Reference 381

Resolution
unresolved
no resolver link, observed 2026-08-05T21:26:43.095847Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T21:26:43.095847Z digest=sha256:f7e4e4ce8c5d0f21f40d797a193f8da90b60a77c23e16ed79432ba9dd23a3077

Observation 5ee7ed6f-af09-4b82-b75f-d1e19b192f7a · outbound

This paper cites an unresolved cited work.

TiMoE: Time-Aware Mixture of Language Experts Unresolved cited work

Reference 2025

Resolution
unresolved
no resolver link, observed 2026-08-05T21:26:42.834485Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T21:26:42.834485Z digest=sha256:883956ab265a9fdce411e9a4441c02a399b30d76d75ceca4c590b8e8d8166dd7

Pith citing papers

Observation e3e7642b-c6c5-4d45-a60b-bc5143b5fca1 · inbound

Beyond URLs: Metadata Diversity and Position for Efficient LLM Pretraining cites this paper.

Beyond URLs: Metadata Diversity and Position for Efficient LLM Pretraining TiMoE: Time-Aware Mixture of Language Experts

Reference 6

Resolution
verified exact
arxiv_id, observed 2026-05-17T04:49:03.051223Z

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.

source=pdf_text observed=2026-05-17T04:46:33.641714Z digest=sha256:8eb408a20a88cccac7f5eeda96024ef371087fa014c07d75e02ca8aaa0ab6c49

Observation aa916447-68a7-47c8-b6d3-2301400cb4ad · inbound

Understanding Data Temporality Impact on Large Language Models Pre-training cites this paper.

Understanding Data Temporality Impact on Large Language Models Pre-training TiMoE: Time-Aware Mixture of Language Experts

Reference 1

Resolution
metadata mismatch
arxiv_id, observed 2026-06-30T16:54:57.506859Z

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.

source=pdf_text observed=2026-06-30T16:53:01.583415Z digest=sha256:53ee8ced0bf6dfbc5bfaad5fb5e28f936faae820ecfb110b27b3e3872020b67e