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Paper Citation Record · LEDGER

vLLM Semantic Router: Signal Driven Decision Routing for Mixture-of-Modality Models

As of 6 August 2026, this Paper Citation Record lists 49 of 49 outbound references and 4 inbound Pith citation observations for arXiv:2603.04444.

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

pith.paper-citation-record.v1
2603.04444 v4

Coverage vector

measured 49 of 49 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-02T21:31:21.225578Z

measured 53 of 53 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-05T06:32:48.257954+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-29T17:44:34.509337Z

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

49 of 49 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved48
  • parse uncertain1
  • malformed identifier0
  • metadata mismatch0

External citation measurements

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

Outbound references

Observation 51fc1277-2e17-4240-9a44-9ca147cc3040 · outbound

This paper cites Murray.Feedback Systems: An Introduction for Scientists and Engineers.

vLLM Semantic Router: Signal Driven Decision Routing for Mixture-of-Modality Models Murray.Feedback Systems: An Introduction for Scientists and Engineers

Reference 1

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source=pdf_text observed=2026-08-02T21:31:16.329861Z digest=sha256:0a16ae2f2a1d1fd4b13e592ca4134985f22309b42cfa15de050c23623ca6a45e

Observation 26e92b33-8558-440f-a26c-61f6e5ea4a2e · outbound

This paper cites AutoMix: Automatically Mixing Language Models.

vLLM Semantic Router: Signal Driven Decision Routing for Mixture-of-Modality Models AutoMix: Automatically Mixing Language Models

Reference 2

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source=pdf_text observed=2026-08-02T21:31:16.425570Z digest=sha256:d4361a1570efd7734097304bd43a6c15539bfe3ac3fd87199d2bdefa591a7e72

Observation 8c177ba0-13a7-4f84-989a-da95c74a93b1 · outbound

This paper cites Bellman and Lotfi A.

vLLM Semantic Router: Signal Driven Decision Routing for Mixture-of-Modality Models Bellman and Lotfi A

Reference 3

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Observation 6cfac0ee-1a33-4f14-8802-84153f763bab · outbound

This paper cites Brayton, Gary D.

vLLM Semantic Router: Signal Driven Decision Routing for Mixture-of-Modality Models Brayton, Gary D

Reference 4

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source=pdf_text observed=2026-08-02T21:31:16.730495Z digest=sha256:f6053f2d3840d300fbe46f739ff63026646d913fc8621f6063409c8884374aae

Observation 64b71043-4b70-45e4-8303-b95073f31822 · outbound

This paper cites RouterDC: Query-Based Router by Dual Contrastive Learning for Assembling Large Language Models.

vLLM Semantic Router: Signal Driven Decision Routing for Mixture-of-Modality Models RouterDC: Query-Based Router by Dual Contrastive Learning for Assembling Large Language Models

Reference 5

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source=pdf_text observed=2026-08-02T21:31:16.836327Z digest=sha256:398874b11f1fdcc5f784fcb978beb2e427ea836acb5ee424f71633ffcc195de4

Observation 7bf0b337-b1f0-4eab-85bc-36285fa68e6f · outbound

This paper cites BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding.

vLLM Semantic Router: Signal Driven Decision Routing for Mixture-of-Modality Models BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding

Reference 6

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source=pdf_text observed=2026-08-02T21:31:16.980205Z digest=sha256:5e9714176f6f711e9957c4e9a4c3b2d0c298142964faec18ff9cacb9d5530b28

Observation 8bcc2347-4257-4341-a171-d2c4f807d951 · outbound

This paper cites Envoy external processing filter, 2024.

vLLM Semantic Router: Signal Driven Decision Routing for Mixture-of-Modality Models Envoy external processing filter, 2024

Reference 7

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source=pdf_text observed=2026-08-02T21:31:17.119446Z digest=sha256:fedd2b5a6c13ab4a9af61475a119a621f0d882b0769de43735eb59dc0fde0da2

Observation 709e2938-a581-462a-9153-0f2b4f1c85c6 · outbound

This paper cites Envoy proxy: An open source edge and service proxy, 2024.

vLLM Semantic Router: Signal Driven Decision Routing for Mixture-of-Modality Models Envoy proxy: An open source edge and service proxy, 2024

Reference 8

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source=pdf_text observed=2026-08-02T21:31:17.176749Z digest=sha256:2629d0278d153c8774033e8fa684c5a4efc7d8ed4aa666d7b6c93ab417399dbe

Observation ad7aa8f7-f7d5-403b-8b12-a7803e665dad · outbound

This paper cites an unresolved cited work.

vLLM Semantic Router: Signal Driven Decision Routing for Mixture-of-Modality Models Unresolved cited work

Reference 9

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source=pdf_text observed=2026-08-02T21:31:17.255568Z digest=sha256:2b4037973c6eaff1028e92203cad006f1f1cbe5188eff77e5fc8e9e80e32d0ef

Observation 26e4f9c8-267a-40e7-9c24-9b1135296ac6 · outbound

This paper cites LoRA: Low-Rank Adaptation of Large Language Models.

vLLM Semantic Router: Signal Driven Decision Routing for Mixture-of-Modality Models LoRA: Low-Rank Adaptation of Large Language Models

Reference 10

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source=pdf_text observed=2026-08-02T21:31:17.334064Z digest=sha256:3dad47a8d042aefc3485b3d0379b8f54819a78224ac1d1ff9024b8884363dd58

Observation fc9cf48d-c3f0-4998-920b-69f5c2c143ff · outbound

This paper cites RouterBench: A Benchmark for Multi-LLM Routing System.

vLLM Semantic Router: Signal Driven Decision Routing for Mixture-of-Modality Models RouterBench: A Benchmark for Multi-LLM Routing System

Reference 11

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source=pdf_text observed=2026-08-02T21:31:17.412996Z digest=sha256:c10c743333bcc719e4335098b007f2bca411498ce80540824629bfcdb1a82aea

Observation d9a326ac-15a4-4786-a1f3-bac6039d6535 · outbound

This paper cites Candle: Minimalist ML framework for Rust, 2024.

vLLM Semantic Router: Signal Driven Decision Routing for Mixture-of-Modality Models Candle: Minimalist ML framework for Rust, 2024

Reference 12

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source=pdf_text observed=2026-08-02T21:31:17.494784Z digest=sha256:bc89de0fee17f4851e44ff8b64a779bd966d6b2d31732b6e495bb932c2fae4b0

Observation 9b4dd14e-5906-42d0-8f16-27a970dc1b90 · outbound

This paper cites Huntington.

vLLM Semantic Router: Signal Driven Decision Routing for Mixture-of-Modality Models Huntington

Reference 13

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source=pdf_text observed=2026-08-02T21:31:17.571306Z digest=sha256:492b6d8893ba809fda425580a483af9e2598fb23354f8e203b7f386c484e8bae

Observation fa4433e0-c951-4f42-bce3-cb4058171b53 · outbound

This paper cites Llama Guard: LLM-based Input-Output Safeguard for Human-AI Conversations.

vLLM Semantic Router: Signal Driven Decision Routing for Mixture-of-Modality Models Llama Guard: LLM-based Input-Output Safeguard for Human-AI Conversations

Reference 14

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source=pdf_text observed=2026-08-02T21:31:17.623875Z digest=sha256:be012d55e7a43fe2855faf727deb5e1038e2c2e14905ffa1a41f98d71551ac81

Observation 6fb84709-eda9-44ea-b07c-7b57b514be0b · outbound

This paper cites Baseline Defenses for Adversarial Attacks Against Aligned Language Models.

vLLM Semantic Router: Signal Driven Decision Routing for Mixture-of-Modality Models Baseline Defenses for Adversarial Attacks Against Aligned Language Models

Reference 15

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Observation d9f10691-234f-4070-9b89-55276598ba79 · outbound

This paper cites Mixtral of Experts.

vLLM Semantic Router: Signal Driven Decision Routing for Mixture-of-Modality Models Mixtral of Experts

Reference 16

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source=pdf_text observed=2026-08-02T21:31:17.755188Z digest=sha256:d5d306288fd19ab48d5d231d4a1fda152c35e39308e72a9837352ef505555382

Observation 7da24fdd-7894-4900-8199-627deb2dfd79 · outbound

This paper cites Matryoshka Representation Learning.

vLLM Semantic Router: Signal Driven Decision Routing for Mixture-of-Modality Models Matryoshka Representation Learning

Reference 17

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source=pdf_text observed=2026-08-02T21:31:17.834908Z digest=sha256:cef1076f85e1f7510c4268e2a6c520f15a1ec3ea0b74e1913c37bd16e3a99b70

Observation 6f1a43a4-7be7-4e7e-9be6-78faf620e029 · outbound

This paper cites Gonzalez, Hao Zhang, and Ion Stoica.

vLLM Semantic Router: Signal Driven Decision Routing for Mixture-of-Modality Models Gonzalez, Hao Zhang, and Ion Stoica

Reference 18

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source=pdf_text observed=2026-08-02T21:31:17.884509Z digest=sha256:aab25256011f12ee5595ea826f7a86a3b1d03747c4bf51bc5c9dc7a3203e7062

Observation 2c1dc552-3897-4f51-a960-65563dce399a · outbound

This paper cites Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks.

vLLM Semantic Router: Signal Driven Decision Routing for Mixture-of-Modality Models Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks

Reference 19

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source=pdf_text observed=2026-08-02T21:31:17.887661Z digest=sha256:01d34bfa7bd9e90d178f3b50e8b1b93eb0a79aa6e652f67b293646e28a6b73c5

Observation 5035aa43-73af-4a50-9646-842228b7c673 · outbound

This paper cites Schapire.

vLLM Semantic Router: Signal Driven Decision Routing for Mixture-of-Modality Models Schapire

Reference 20

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source=pdf_text observed=2026-08-02T21:31:17.974115Z digest=sha256:b56628ce67f496692df41e1418f1340e47f39387c41069cb02088b0f7fc8fe77

Observation 03b236dc-ef7a-4e4c-adf9-f29ba863c79d · outbound

This paper cites Linfa: A Rust machine learning framework, 2024.

vLLM Semantic Router: Signal Driven Decision Routing for Mixture-of-Modality Models Linfa: A Rust machine learning framework, 2024

Reference 21

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source=pdf_text observed=2026-08-02T21:31:18.068223Z digest=sha256:ecb5d78c5345cfc478aa75093a237ba669670798e0456d3175c91f98e4d4dbd4

Observation 02a560ae-73e7-48e6-82ef-9b6fa1f3a5c0 · outbound

This paper cites Anonymisation models for text data: State of the art, challenges and future directions.

vLLM Semantic Router: Signal Driven Decision Routing for Mixture-of-Modality Models Anonymisation models for text data: State of the art, challenges and future directions

Reference 22

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source=pdf_text observed=2026-08-02T21:31:18.181236Z digest=sha256:fdc7eef82465020658a14ee2e1ab97db3046b93597c7c4f1bb29f0186ea9923c

Observation 552ca39e-bfa9-4820-8dc6-70109bdbab5e · outbound

This paper cites SelfCheckGPT: Zero-Resource Black-Box Hallucination Detection for Generative Large Language Models.

vLLM Semantic Router: Signal Driven Decision Routing for Mixture-of-Modality Models SelfCheckGPT: Zero-Resource Black-Box Hallucination Detection for Generative Large Language Models

Reference 23

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source=pdf_text observed=2026-08-02T21:31:18.267559Z digest=sha256:299e41e2bc09c61d5838295e4198f642a35d335293c88f4064985dd89e7ac398

Observation f8b08bdb-f33d-4f6d-943e-73749444facf · outbound

This paper cites PEFT: State-of-the-art parameter-efficient fine-tuning methods.

vLLM Semantic Router: Signal Driven Decision Routing for Mixture-of-Modality Models PEFT: State-of-the-art parameter-efficient fine-tuning methods

Reference 24

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source=pdf_text observed=2026-08-02T21:31:18.367489Z digest=sha256:40dcfd39c2e96b093a75ed2eeb0036fb3c4ca5ab43a197dd35d5ba3818c323b8

Observation 8581e3e8-6846-440f-923f-09a8b1387ad2 · outbound

This paper cites ONNX Runtime: Cross-platform, high performance ML inferencing and training accelerator, 2024.

vLLM Semantic Router: Signal Driven Decision Routing for Mixture-of-Modality Models ONNX Runtime: Cross-platform, high performance ML inferencing and training accelerator, 2024

Reference 25

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source=pdf_text observed=2026-08-02T21:31:18.487383Z digest=sha256:b9d3f3d48f003e7e3ceb5f6befd491663a51c2b090f1101bbf051e447203d81c

Observation 79915a16-4810-4860-aa9d-f7f4bb87d348 · outbound

This paper cites FActScore: Fine-grained Atomic Evaluation of Factual Precision in Long Form Text Generation.

vLLM Semantic Router: Signal Driven Decision Routing for Mixture-of-Modality Models FActScore: Fine-grained Atomic Evaluation of Factual Precision in Long Form Text Generation

Reference 26

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source=pdf_text observed=2026-08-02T21:31:18.614012Z digest=sha256:95de2a37e1b284e93f7a4049b4fe3f7deef0bddcc771bb62d6d2517cd6c2cffa

Observation bea4637a-fbcb-45d2-94b6-d96560a43b09 · outbound

This paper cites RouteLLM: Learning to Route LLMs with Preference Data.

vLLM Semantic Router: Signal Driven Decision Routing for Mixture-of-Modality Models RouteLLM: Learning to Route LLMs with Preference Data

Reference 27

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source=pdf_text observed=2026-08-02T21:31:18.737140Z digest=sha256:517488808e0b1c6dd5a1a34f954ddae6899a17ca36b25e1e6b88f80b74bead32

Observation 44f2743d-1fe2-4689-90ff-419b87dcd0f6 · outbound

This paper cites OpenTelemetry: An observability framework for cloud-native software,.

vLLM Semantic Router: Signal Driven Decision Routing for Mixture-of-Modality Models OpenTelemetry: An observability framework for cloud-native software,

Reference 28

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source=pdf_text observed=2026-08-02T21:31:18.860184Z digest=sha256:fd18abba6ee40585057456f4af698112921116e92f3792576be27c96eb066705

Observation 98551073-4cee-4642-8f82-af495f2f8018 · outbound

This paper cites YaRN: Efficient Context Window Extension of Large Language Models.

vLLM Semantic Router: Signal Driven Decision Routing for Mixture-of-Modality Models YaRN: Efficient Context Window Extension of Large Language Models

Reference 29

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source=pdf_text observed=2026-08-02T21:31:19.103822Z digest=sha256:1f61d180ae6e27f2995d9b499683b8c9204369623ae28ac2dad5aa395bbc91e6

Observation e21207d0-4dc4-4277-993d-16d51e1b42ba · outbound

This paper cites Prometheus: From metrics to insight, 2024.

vLLM Semantic Router: Signal Driven Decision Routing for Mixture-of-Modality Models Prometheus: From metrics to insight, 2024

Reference 30

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source=pdf_text observed=2026-08-02T21:31:19.198889Z digest=sha256:f9ae6ab8ce171abbf0ad12f8c92456c8061e5da6cf2b9c287d454e0714f0f035

Observation ac53e854-cc85-4805-abbb-7c707ea2a22f · outbound

This paper cites Modeling by shortest data description.Automatica, 14(5):465–471, 1978.

vLLM Semantic Router: Signal Driven Decision Routing for Mixture-of-Modality Models Modeling by shortest data description.Automatica, 14(5):465–471, 1978

Reference 31

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Observation bf5913d3-423e-47d7-8346-8358ae96f481 · outbound

This paper cites an unresolved cited work.

vLLM Semantic Router: Signal Driven Decision Routing for Mixture-of-Modality Models Unresolved cited work

Reference 32

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source=pdf_text observed=2026-08-02T21:31:19.386472Z digest=sha256:8c1dbe3b191cc4e8d2bbf345aae8f44fa72de433beb7ff27d70f7cc6aa91c7da

Observation 3505270d-4411-457b-a9b8-50fec7f24e5f · outbound

This paper cites Online learning and online convex optimization.Foundations and Trends in Machine Learning, 4(2):107–194, 2012.

vLLM Semantic Router: Signal Driven Decision Routing for Mixture-of-Modality Models Online learning and online convex optimization.Foundations and Trends in Machine Learning, 4(2):107–194, 2012

Reference 33

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Observation 42f05851-0958-4c9b-9edb-8490725c588a · outbound

This paper cites an unresolved cited work.

vLLM Semantic Router: Signal Driven Decision Routing for Mixture-of-Modality Models Unresolved cited work

Reference 34

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Observation 0e3d78f6-1fd3-4b1b-b52a-bab8319bfecb · outbound

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vLLM Semantic Router: Signal Driven Decision Routing for Mixture-of-Modality Models Unresolved cited work

Reference 35

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source=pdf_text observed=2026-08-02T21:31:19.709752Z digest=sha256:65ffef21e170100286c66712ca688c6a8db57a0c7259516262496a0b787e0c3c

Observation fe02e3d2-768f-4783-8976-5f2abf14dded · outbound

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

vLLM Semantic Router: Signal Driven Decision Routing for Mixture-of-Modality Models Outrageously Large Neural Networks: The Sparsely-Gated Mixture-of-Experts Layer

Reference 36

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source=pdf_text observed=2026-08-02T21:31:19.828512Z digest=sha256:b3b782f569d4748bf7838c29ea4ad134e14878ad33b219791fb404166c57b232

Observation dae00737-9659-43ff-b228-acef2a8c3e6f · outbound

This paper cites Kubernetes: Production-grade container orchestration, 2024.

vLLM Semantic Router: Signal Driven Decision Routing for Mixture-of-Modality Models Kubernetes: Production-grade container orchestration, 2024

Reference 37

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no resolver link, observed 2026-08-02T21:31:19.950710Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T21:31:19.950710Z digest=sha256:bbaa7ab9fe98b420cbd7faa6076ce22c0bbd4136c4c28afe46be5b98eab44316

Observation 7c43b77b-e93c-48ed-8ece-3d135cb4d1cb · outbound

This paper cites Participle: A parser library for Go.https://github.com/alecthomas/participle,.

vLLM Semantic Router: Signal Driven Decision Routing for Mixture-of-Modality Models Participle: A parser library for Go.https://github.com/alecthomas/participle,

Reference 38

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source=pdf_text observed=2026-08-02T21:31:20.070758Z digest=sha256:3524722a0de17f81bc172dfcdfccb8070d6df350f0a3f4eda7a3908ff905ebc2

Observation 8f61188f-dffb-43a3-a445-5f78db6e8ef0 · outbound

This paper cites Thompson.

vLLM Semantic Router: Signal Driven Decision Routing for Mixture-of-Modality Models Thompson

Reference 39

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source=pdf_text observed=2026-08-02T21:31:20.311481Z digest=sha256:24f474c49327119de3439b1a417c55b3d5c82c88f0d5a5f7d8cd5f6e382e22bc

Observation f09abad7-848c-4911-996d-9a214b1f1a0f · outbound

This paper cites an unresolved cited work.

vLLM Semantic Router: Signal Driven Decision Routing for Mixture-of-Modality Models Unresolved cited work

Reference 40

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parse uncertain
no resolver link, observed 2026-08-02T21:31:20.193797Z

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source=pdf_text observed=2026-08-02T21:31:20.193797Z digest=sha256:86faa76a9a52380de0d37d97f1aa5398ce595dcb07865fa33963b3d3e1d0ef09

Observation e5b947cf-fd3a-4b9e-8cc7-0465df33bb71 · outbound

This paper cites Milvus: Apurpose-builtvectordatamanagement system.

vLLM Semantic Router: Signal Driven Decision Routing for Mixture-of-Modality Models Milvus: Apurpose-builtvectordatamanagement system

Reference 41

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no resolver link, observed 2026-08-02T21:31:20.520753Z

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source=pdf_text observed=2026-08-02T21:31:20.520753Z digest=sha256:0298dcc803942620de434a7885c006775679d53e2b880ae2c3590b9426656494

Observation dcc5081a-40b2-471c-b377-3cd843d214de · outbound

This paper cites Gomez, Łukasz Kaiser, and Illia Polosukhin.

vLLM Semantic Router: Signal Driven Decision Routing for Mixture-of-Modality Models Gomez, Łukasz Kaiser, and Illia Polosukhin

Reference 42

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no resolver link, observed 2026-08-02T21:31:20.436977Z

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source=pdf_text observed=2026-08-02T21:31:20.436977Z digest=sha256:fe97900cbfd0ee78dd5221e9e5260114bd2f0baef3d9f07c08202112fcc6f0ea

Observation 0d97517f-60ac-4915-84f2-80649c0dbeeb · outbound

This paper cites A Broad-Coverage Challenge Corpus for Sentence Understanding through Inference.

vLLM Semantic Router: Signal Driven Decision Routing for Mixture-of-Modality Models A Broad-Coverage Challenge Corpus for Sentence Understanding through Inference

Reference 43

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source=pdf_text observed=2026-08-02T21:31:20.772659Z digest=sha256:ce67e6e81db7850bf1851fb3242a23a9973c0badb9df11ac9817355b0e124d7c

Observation 8fe8819b-8db9-4ddc-8912-d6928b5bee11 · outbound

This paper cites Smarter, Better, Faster, Longer: A Modern Bidirectional Encoder for Fast, Memory Efficient, and Long Context Finetuning and Inference.

vLLM Semantic Router: Signal Driven Decision Routing for Mixture-of-Modality Models Smarter, Better, Faster, Longer: A Modern Bidirectional Encoder for Fast, Memory Efficient, and Long Context Finetuning and Inference

Reference 44

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no resolver link, observed 2026-08-02T21:31:20.639552Z

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source=pdf_text observed=2026-08-02T21:31:20.639552Z digest=sha256:4cc4dd3aa02cad9513e0b7e4584e2e024d10af89e824b26589e39fdf0ea14ccc

Observation 621e78a3-2695-483d-a79f-0def38d3b2a8 · outbound

This paper cites an unresolved cited work.

vLLM Semantic Router: Signal Driven Decision Routing for Mixture-of-Modality Models Unresolved cited work

Reference 45

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no resolver link, observed 2026-08-02T21:31:21.017409Z

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source=pdf_text observed=2026-08-02T21:31:21.017409Z digest=sha256:d776f5c6517319d15f0108c8733987886711149fe5d2c6ec8962dad23e9cd14a

Observation af154bfd-3087-4dda-b337-dae1fd5f29c0 · outbound

This paper cites GMTRouter: Personalized LLM router over multi-turn user interactions.arXiv preprint arXiv:2511.08590, 2025.

vLLM Semantic Router: Signal Driven Decision Routing for Mixture-of-Modality Models GMTRouter: Personalized LLM router over multi-turn user interactions.arXiv preprint arXiv:2511.08590, 2025

Reference 46

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no resolver link, observed 2026-08-02T21:31:20.894252Z

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source=pdf_text observed=2026-08-02T21:31:20.894252Z digest=sha256:916ee7c83a3d3bad2fa090177b7deaa1877f55efd735a6db0ec17a7facd200a9

Observation 076a91c2-6aeb-4f7b-a7f9-98ed6257ebb9 · outbound

This paper cites PaCoRe: Parallel cooperative reasoning with LLMs.arXiv preprint arXiv:2601.05593, 2025.

vLLM Semantic Router: Signal Driven Decision Routing for Mixture-of-Modality Models PaCoRe: Parallel cooperative reasoning with LLMs.arXiv preprint arXiv:2601.05593, 2025

Reference 47

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no resolver link, observed 2026-08-02T21:31:21.225578Z

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source=pdf_text observed=2026-08-02T21:31:21.225578Z digest=sha256:12804e3d2847770dad3fe2ad867845031ffc822b64d3c667ed48042feb39d91f

Observation 7c39af57-942a-4468-9735-4139248c79af · outbound

This paper cites Router-R1: Teaching LLMs multi-round routing and aggregation via reinforcement learning.arXiv preprint arXiv:2506.09033, 2025.

vLLM Semantic Router: Signal Driven Decision Routing for Mixture-of-Modality Models Router-R1: Teaching LLMs multi-round routing and aggregation via reinforcement learning.arXiv preprint arXiv:2506.09033, 2025

Reference 48

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source=pdf_text observed=2026-08-02T21:31:21.115419Z digest=sha256:de6d96ab7bab996d4dba0c46a668add842d31e26ab549b8248ebc9c2a4d716a9

Observation 896996b3-cea5-4e9e-85fe-b9edce6a6577 · outbound

This paper cites an unresolved cited work.

vLLM Semantic Router: Signal Driven Decision Routing for Mixture-of-Modality Models Unresolved cited work

Reference 2024

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no resolver link, observed 2026-08-02T21:31:18.985288Z

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source=pdf_text observed=2026-08-02T21:31:18.985288Z digest=sha256:9b688252ecb93a2ca62e66bf8df403021a13c2ee1d8aa5b0c9142a6d43b641e8

Pith citing papers

Observation dfaccbba-e080-4592-9699-a76bfb0a8183 · inbound

The Workload-Router-Pool Architecture for LLM Inference Optimization: A Vision Paper from the vLLM Semantic Router Project cites this paper.

The Workload-Router-Pool Architecture for LLM Inference Optimization: A Vision Paper from the vLLM Semantic Router Project vLLM Semantic Router: Signal Driven Decision Routing for Mixture-of-Modality Models

Reference 1

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metadata mismatch
arxiv_id, observed 2026-06-03T02:05:13.930415Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-15T06:40:27.945478Z digest=sha256:37ab83fea2216eb9d7d56c321e82d41c219ea0d850f4b8c5bf724232c9a895b5

Observation 7b4c40eb-ebd6-4b1e-ad24-2f406d348e8c · inbound

TwinRouterBench: Fast Static and Live Dynamic Evaluation for Realistic Agentic LLM Routing cites this paper.

TwinRouterBench: Fast Static and Live Dynamic Evaluation for Realistic Agentic LLM Routing vLLM Semantic Router: Signal Driven Decision Routing for Mixture-of-Modality Models

Reference 23

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verified exact
arxiv_id, observed 2026-06-03T02:05:13.930415Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=arxiv_source observed=2026-05-20T20:15:31.232837Z digest=sha256:cbc5d7566d72230246401d8e750fb0256f07cf1fb67851d9664368d5e333ee3e

Observation 5a427eda-35ca-40c1-900f-a02b31203638 · inbound

TwinRouterBench: Fast Static and Live Dynamic Evaluation for Realistic Agentic LLM Routing cites this paper.

TwinRouterBench: Fast Static and Live Dynamic Evaluation for Realistic Agentic LLM Routing vLLM Semantic Router: Signal Driven Decision Routing for Mixture-of-Modality Models

Reference 23

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verified exact
arxiv_id, observed 2026-06-03T02:05:13.930415Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=arxiv_source observed=2026-05-25T05:59:04.783668Z digest=sha256:ba852cef7d38a4f0a16d7a867cec6ed9de7298301366d10f155a953cefbbd940

Observation 70cd40eb-f917-4186-bd25-5c0970115b76 · inbound

Natural Language Query to Configuration for Retrieval Agents cites this paper.

Natural Language Query to Configuration for Retrieval Agents vLLM Semantic Router: Signal Driven Decision Routing for Mixture-of-Modality Models

Reference 19

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verified exact
local_arxiv, observed 2026-06-29T17:53:47.640269Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-06-29T17:44:34.509337Z digest=sha256:bd8ea88092823a9e493a1a68da71defd64e87774d04f4e8ff1bfc63ab8be8d86