Pith. sign in

Paper Citation Record · LEDGER

TiMoE: Time-Aware Mixture of Language Experts

As of 9 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 2026-08-09T06:31:02.800959+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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T21:26:43.244878Z digest=sha256:b9d49bf2ca12a155cdb99aa4e4229170b31aadeda22f033441351e87afe4d93d

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T21:26:43.371252Z digest=sha256:fffc3a2903de6a52245a73ccf039270f3f76cdf1e20f5df33bcc6547ee22404b

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T21:26:43.512047Z digest=sha256:d8a3fbcbffb21a8969dfa80183ceee0123d8ffc3be5d5d20501abc4ef39dbbb3

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T21:26:43.666039Z digest=sha256:a8b83a0283af1c69e3db28f0fd1d44b4c521e600e8a328e1c3d53ce50cd3e5ea

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T21:26:43.786613Z digest=sha256:1dc821f0909650f4f3d4c86cc8ccfdf053265da18b372ca7c78672a350fce444

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T21:26:43.898825Z digest=sha256:ddf6c6bd398ada27b0fa891b6b94108dcc197cc569a6c0b131999c13003d3da7

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T21:26:44.010093Z digest=sha256:81ba03cb7fd3ce6734b9d98c83fa57e15b11a8992a4f683a2bd546b229408eeb

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:fbf4ffc8d76c5ccb44858336e415e59ede0e0928afb5af6c84e99f7264869070

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=sha256:5fc5a8677fd57bafb94fb736cec09ab10e056ac23eee264bfaff9927bf080094

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:cd743ad486d9b72064f1272e6a08010847bfdc6f546f3ab54f911be834106d8a

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-17T04:46:33.641714Z digest=sha256:138d0364c6faf468f0247f07b2e7dd4989f3e00e180d61679675c4a3d4193488

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-30T16:53:01.583415Z digest=sha256:e24f7e5137e83b0b79a91aaf96d68b3a53c9b0238bee17a6617212d16e50d0b3