Paper Citation Record · LEDGER

Maximum Score Routing For Mixture-of-Experts

As of 7 August 2026, this Paper Citation Record lists 49 of 49 outbound references and 0 inbound Pith citation observations for arXiv:2508.12801.

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

pith.paper-citation-record.v1
2508.12801 v1

Coverage vector

measured 49 of 49 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T19:23:18.749419Z

measured 49 of 49 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+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

49 of 49 outbound references displayed

verified exact0
verified fuzzy0
unresolved49
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 3a84daf3-2bd3-414d-b815-78c0c5c8586e · outbound

This paper cites GQA: Training Generalized Multi-Query Transformer Models from Multi-Head Checkpoints.

Maximum Score Routing For Mixture-of-Experts GQA: Training Generalized Multi-Query Transformer Models from Multi-Head Checkpoints

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-05T19:23:13.785696Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dff35de0-d0ef-4b14-8ad3-2bb28570dcce · outbound

This paper cites an unresolved cited work.

Maximum Score Routing For Mixture-of-Experts Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-05T19:23:22.503105Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 0525034e-e30d-4e06-a70e-1e2d32c63b28 · outbound

This paper cites Conditional Computation in Neural Networks for faster models.

Maximum Score Routing For Mixture-of-Experts Conditional Computation in Neural Networks for faster models

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-05T19:23:13.973560Z

Source-reported events for the cited work

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Observation a4594ad4-627c-4a37-88bb-52e3e21b4da1 · outbound

This paper cites PIQA: Reasoning about Physical Commonsense in Natural Language.

Maximum Score Routing For Mixture-of-Experts PIQA: Reasoning about Physical Commonsense in Natural Language

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-05T19:23:14.134754Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d12634ab-fda4-428a-a796-6c0d8528a751 · outbound

This paper cites Training Deep Nets with Sublinear Memory Cost.

Maximum Score Routing For Mixture-of-Experts Training Deep Nets with Sublinear Memory Cost

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-05T19:23:14.289963Z

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Observation 34ff5859-aeb5-41b2-86ff-da3779cdfef9 · outbound

This paper cites Unified Scaling Laws for Routed Language Models.

Maximum Score Routing For Mixture-of-Experts Unified Scaling Laws for Routed Language Models

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-05T19:23:14.375497Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 98d68ee4-56dc-49e5-bd09-798abf745e60 · outbound

This paper cites BoolQ: Exploring the Surprising Difficulty of Natural Yes/No Questions.

Maximum Score Routing For Mixture-of-Experts BoolQ: Exploring the Surprising Difficulty of Natural Yes/No Questions

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-05T19:23:14.454747Z

Source-reported events for the cited work

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Observation 75e6cb8a-58da-4447-84e1-6b4e32ff2e8e · outbound

This paper cites Think you have Solved Question Answering? Try ARC, the AI2 Reasoning Challenge.

Maximum Score Routing For Mixture-of-Experts Think you have Solved Question Answering? Try ARC, the AI2 Reasoning Challenge

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-05T19:23:14.496786Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 743e25db-d338-4ee0-91eb-7390a384b230 · outbound

This paper cites an unresolved cited work.

Maximum Score Routing For Mixture-of-Experts Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-05T19:23:22.181176Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 8200d928-f4fd-4a2a-9fb0-730625fa4cfb · outbound

This paper cites DeepSeekMoE: Towards Ultimate Expert Specialization in Mixture-of-Experts Language Models.

Maximum Score Routing For Mixture-of-Experts DeepSeekMoE: Towards Ultimate Expert Specialization in Mixture-of-Experts Language Models

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-05T19:23:14.686180Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ed9f62e5-98c0-40ad-8af3-27635e776ac4 · outbound

This paper cites DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model.

Maximum Score Routing For Mixture-of-Experts DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-05T19:23:14.775987Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 688d252a-ae64-43a9-9246-4843614c4df1 · outbound

This paper cites DeepSeek-V3 Technical Report.

Maximum Score Routing For Mixture-of-Experts DeepSeek-V3 Technical Report

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-05T19:23:14.914750Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3c030aa9-84f8-4ef6-b995-a080d0e21754 · outbound

This paper cites Learning Factored Representations in a Deep Mixture of Experts.

Maximum Score Routing For Mixture-of-Experts Learning Factored Representations in a Deep Mixture of Experts

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-05T19:23:15.019154Z

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Observation fe097c0b-a875-4aea-aaa9-40a37b4dc528 · outbound

This paper cites Switch Transformers: Scaling to Trillion Parameter Models with Simple and Efficient Sparsity.

Maximum Score Routing For Mixture-of-Experts Switch Transformers: Scaling to Trillion Parameter Models with Simple and Efficient Sparsity

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-05T19:23:15.151496Z

Source-reported events for the cited work

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Observation 24d1feea-f582-4931-ac3f-306e7ec418a8 · outbound

This paper cites an unresolved cited work.

Maximum Score Routing For Mixture-of-Experts Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-05T19:23:21.964743Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 9eb5650d-b3eb-45be-924d-73e7de6ca05d · outbound

This paper cites MegaBlocks: Efficient Sparse Training with Mixture-of-Experts.

Maximum Score Routing For Mixture-of-Experts MegaBlocks: Efficient Sparse Training with Mixture-of-Experts

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-05T19:23:15.344590Z

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Observation b46af992-042d-4b5b-83a5-b7efaa31c42a · outbound

This paper cites an unresolved cited work.

Maximum Score Routing For Mixture-of-Experts Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-05T19:23:15.436908Z

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Unavailable: canonical work link unavailable.

Observation cd9eb29f-457f-47f6-ad7b-d07d7a34e5ed · outbound

This paper cites The Llama 3 Herd of Models.

Maximum Score Routing For Mixture-of-Experts The Llama 3 Herd of Models

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-05T19:23:15.537840Z

Source-reported events for the cited work

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Observation ef4194f1-2772-439e-a3e6-cd4af1e0a261 · outbound

This paper cites MiniCPM: Unveiling the Potential of Small Language Models with Scalable Training Strategies.

Maximum Score Routing For Mixture-of-Experts MiniCPM: Unveiling the Potential of Small Language Models with Scalable Training Strategies

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-05T19:23:15.596950Z

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Observation a88dcb9f-1370-4770-8cfa-fd63b42a0f18 · outbound

This paper cites Tutel: Adaptive Mixture-of-Experts at Scale.

Maximum Score Routing For Mixture-of-Experts Tutel: Adaptive Mixture-of-Experts at Scale

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-05T19:23:15.724137Z

Source-reported events for the cited work

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Observation 7cb64e95-77f8-483e-8777-90264f295ad8 · outbound

This paper cites Scaling Laws for Fine-Grained Mixture of Experts.

Maximum Score Routing For Mixture-of-Experts Scaling Laws for Fine-Grained Mixture of Experts

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-05T19:23:15.826161Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d193dc80-b346-4930-83e3-eeb2e3429310 · outbound

This paper cites RACE: Large-scale ReAding Comprehension Dataset From Examinations.

Maximum Score Routing For Mixture-of-Experts RACE: Large-scale ReAding Comprehension Dataset From Examinations

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-05T19:23:15.867059Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6c37180b-2587-4174-b8c9-8a8b854587ef · outbound

This paper cites GShard: Scaling Giant Models with Conditional Computation and Automatic Sharding.

Maximum Score Routing For Mixture-of-Experts GShard: Scaling Giant Models with Conditional Computation and Automatic Sharding

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-05T19:23:15.952994Z

Source-reported events for the cited work

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Observation 3764b196-072a-4c94-bd43-38ba39a919dd · outbound

This paper cites Decoupled Weight Decay Regularization.

Maximum Score Routing For Mixture-of-Experts Decoupled Weight Decay Regularization

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-05T19:23:16.033022Z

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Observation ebf03aaf-046a-4d72-8a48-374b1a6a7b5d · outbound

This paper cites From Softmax to Sparsemax: A Sparse Model of Attention and Multi-Label Classification.

Maximum Score Routing For Mixture-of-Experts From Softmax to Sparsemax: A Sparse Model of Attention and Multi-Label Classification

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-05T19:23:16.114751Z

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Unavailable: canonical work link unavailable.

Observation 98b0a343-cb84-43d9-aeaf-4bf3f99774c0 · outbound

This paper cites Can a Suit of Armor Conduct Electricity? A New Dataset for Open Book Question Answering.

Maximum Score Routing For Mixture-of-Experts Can a Suit of Armor Conduct Electricity? A New Dataset for Open Book Question Answering

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-05T19:23:16.204781Z

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Unavailable: canonical work link unavailable.

Observation d1b77ca2-1384-4764-955d-56ecd81e5b3c · outbound

This paper cites OLMoE: Open Mixture-of-Experts Language Models.

Maximum Score Routing For Mixture-of-Experts OLMoE: Open Mixture-of-Experts Language Models

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-05T19:23:16.296685Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bcae20bc-f7d1-4dce-9e72-0eed540e643d · outbound

This paper cites The LAMBADA dataset: Word prediction requiring a broad discourse context.

Maximum Score Routing For Mixture-of-Experts The LAMBADA dataset: Word prediction requiring a broad discourse context

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-05T19:23:16.414745Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8b0cad94-221f-4ad8-8074-0e2e724cecc7 · outbound

This paper cites Sparse Sequence-to-Sequence Models.

Maximum Score Routing For Mixture-of-Experts Sparse Sequence-to-Sequence Models

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-05T19:23:16.494919Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a270fd48-fda4-4152-b4ae-8766634367c2 · outbound

This paper cites Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer.

Maximum Score Routing For Mixture-of-Experts Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-05T19:23:16.624748Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3a99ab27-0705-4d58-ae69-9bd39ff3ea98 · outbound

This paper cites ZeRO: Memory Optimizations Toward Training Trillion Parameter Models.

Maximum Score Routing For Mixture-of-Experts ZeRO: Memory Optimizations Toward Training Trillion Parameter Models

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-05T19:23:16.705810Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 00bc1008-d53c-446f-8b87-9ebdcca97d99 · outbound

This paper cites GLU Variants Improve Transformer.

Maximum Score Routing For Mixture-of-Experts GLU Variants Improve Transformer

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-05T19:23:16.784745Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aac426b0-03f9-4f10-b8ae-7db2f2db92ef · outbound

This paper cites Outrageously Large Neural Networks: The Sparsely-Gated Mixture-of-Experts Layer.

Maximum Score Routing For Mixture-of-Experts Outrageously Large Neural Networks: The Sparsely-Gated Mixture-of-Experts Layer

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-05T19:23:16.882837Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a8750048-2887-4a35-808e-88c2af22999a · outbound

This paper cites an unresolved cited work.

Maximum Score Routing For Mixture-of-Experts Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-08-05T19:23:21.691337Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 3a965890-12e4-425e-889e-947a111a2b6f · outbound

This paper cites RoFormer: Enhanced Transformer with Rotary Position Embedding.

Maximum Score Routing For Mixture-of-Experts RoFormer: Enhanced Transformer with Rotary Position Embedding

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-05T19:23:17.084460Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation afa55547-18c3-4706-91c1-cb60d36d295c · outbound

This paper cites LLaMA: Open and Efficient Foundation Language Models.

Maximum Score Routing For Mixture-of-Experts LLaMA: Open and Efficient Foundation Language Models

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-05T19:23:17.181091Z

Source-reported events for the cited work

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Observation 40a417fd-1b71-4af5-b74c-bc4bc8454064 · outbound

This paper cites Llama 2: Open Foundation and Fine-Tuned Chat Models.

Maximum Score Routing For Mixture-of-Experts Llama 2: Open Foundation and Fine-Tuned Chat Models

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-05T19:23:17.334859Z

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Unavailable: canonical work link unavailable.

Observation bfcd03ba-2f8d-4b79-895f-7b0c37f70972 · outbound

This paper cites Attention Is All You Need.

Maximum Score Routing For Mixture-of-Experts Attention Is All You Need

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-05T19:23:17.445183Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3739a007-f77d-4c8c-a2a9-407e16ca58ed · outbound

This paper cites an unresolved cited work.

Maximum Score Routing For Mixture-of-Experts Unresolved cited work

Reference 39

Resolution: unresolved; raw_fallback, observed 2026-08-05T19:23:21.437477Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 9610377f-ff36-42ae-af6f-0c424901b020 · outbound

This paper cites ReMoE: Fully Differentiable Mixture-of-Experts with ReLU Routing.

Maximum Score Routing For Mixture-of-Experts ReMoE: Fully Differentiable Mixture-of-Experts with ReLU Routing

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-05T19:23:17.695452Z

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Observation 72bb7b20-467a-4879-9c77-e45e15147f38 · outbound

This paper cites Crowdsourcing Multiple Choice Science Questions.

Maximum Score Routing For Mixture-of-Experts Crowdsourcing Multiple Choice Science Questions

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-05T19:23:17.845602Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1e6ebbd7-6611-4993-994d-4360b3eb9222 · outbound

This paper cites HuggingFace's Transformers: State-of-the-art Natural Language Processing.

Maximum Score Routing For Mixture-of-Experts HuggingFace's Transformers: State-of-the-art Natural Language Processing

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-05T19:23:17.947661Z

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Unavailable: canonical work link unavailable.

Observation 695eecf0-023c-4c50-ae87-ae1a207282d6 · outbound

This paper cites HellaSwag: Can a Machine Really Finish Your Sentence?.

Maximum Score Routing For Mixture-of-Experts HellaSwag: Can a Machine Really Finish Your Sentence?

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-05T19:23:18.034902Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8ceeae6d-5338-4f23-90ea-6c85b578fbba · outbound

This paper cites Root Mean Square Layer Normalization.

Maximum Score Routing For Mixture-of-Experts Root Mean Square Layer Normalization

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-05T19:23:18.144753Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 327408ca-12af-4463-8d1c-3f5e90055077 · outbound

This paper cites ReCoRD: Bridging the Gap between Human and Machine Commonsense Reading Comprehension.

Maximum Score Routing For Mixture-of-Experts ReCoRD: Bridging the Gap between Human and Machine Commonsense Reading Comprehension

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-05T19:23:18.294756Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8f9b061a-2a2b-4d8d-8f3b-d210d9417612 · outbound

This paper cites Mixture-of-Experts with Expert Choice Routing.

Maximum Score Routing For Mixture-of-Experts Mixture-of-Experts with Expert Choice Routing

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-05T19:23:18.406835Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b20848b1-08c8-4486-9a51-c008c1573e61 · outbound

This paper cites ST-MoE: Designing Stable and Transferable Sparse Expert Models.

Maximum Score Routing For Mixture-of-Experts ST-MoE: Designing Stable and Transferable Sparse Expert Models

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-05T19:23:18.505657Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b79ff314-beca-4ab8-8680-b83bdcefdc30 · outbound

This paper cites online" 'onlinestring :=.

Maximum Score Routing For Mixture-of-Experts online" 'onlinestring :=

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-05T19:23:18.644750Z

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Unavailable: canonical work link unavailable.

Observation b7eafaec-dcf9-433a-8a74-4cec20f1955c · outbound

This paper cites write newline.

Maximum Score Routing For Mixture-of-Experts write newline

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-05T19:23:18.749419Z

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Pith citing papers

No inbound Pith citation observations are available.