Paper Citation Record · LEDGER

TiMoE: Time-Aware Mixture of Language Experts

As of 10 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 2026-08-10T06:31:04.303077+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 2026-08-10T06:31:04.303077+00:00.

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 2026-08-10T06:31:04.303077+00:00.

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 2026-08-10T06:31:04.303077+00:00.

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 2026-08-10T06:31:04.303077+00:00.

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 2026-08-10T06:31:04.303077+00:00.

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 2026-08-10T06:31:04.303077+00:00.

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 2026-08-10T06:31:04.303077+00:00.

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.

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.

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.

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 2026-08-10T06:31:04.303077+00:00.

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 2026-08-10T06:31:04.303077+00:00.