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Paper Citation Record · LEDGER

SCOPE-Router: Cost-Aware Open-Set VLM Routing for Execution-Oriented Tasks

As of 17 August 2026, this Paper Citation Record lists 48 of 48 outbound references and 0 inbound Pith citation observations for arXiv:2608.12127.

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

pith.paper-citation-record.v1
2608.12127 v1

Coverage vector

measured 48 of 48 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T00:21:10.243859Z

measured 48 of 48 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+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

48 of 48 outbound references displayed

  • verified exact2
  • verified fuzzy13
  • unresolved32
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation d8dcb762-09de-4537-8ece-a74c6e0a1fb4 · outbound

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

SCOPE-Router: Cost-Aware Open-Set VLM Routing for Execution-Oriented Tasks RouterBench: A Benchmark for Multi-LLM Routing System

Reference 1

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source=pdf_text observed=2026-08-16T00:21:09.776982Z digest=sha256:fb4684e2629a174775b08a107c706ed27301b65eaac36d70c9d90ec78c4383ea

Observation b062a010-6b4a-44e2-b997-10d41a55182c · outbound

This paper cites Vl-routerbench: A benchmark for vision-language model routing, 2026.

SCOPE-Router: Cost-Aware Open-Set VLM Routing for Execution-Oriented Tasks Vl-routerbench: A benchmark for vision-language model routing, 2026

Reference 2

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verified exact
raw_fallback, observed 2026-08-16T00:21:11.860976Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T00:21:09.788081Z digest=sha256:1d8633f9fb08e5dbe5812423625116dfdee725d22963e54dacab4b0a9271ffcb

Observation aa926c5b-d3e5-4eb5-85ba-8211e48c7563 · outbound

This paper cites Routerarena: An open platform for comprehensive comparison of llm routers, 2025.

SCOPE-Router: Cost-Aware Open-Set VLM Routing for Execution-Oriented Tasks Routerarena: An open platform for comprehensive comparison of llm routers, 2025

Reference 3

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source=pdf_text observed=2026-08-16T00:21:09.797805Z digest=sha256:b5e87f2961990ab9a3a108393a756b2dcc9bc2218611293f9de58a8e89cdf201

Observation f9709bf9-15cf-4d48-9d29-6efb647adca7 · outbound

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

SCOPE-Router: Cost-Aware Open-Set VLM Routing for Execution-Oriented Tasks RouteLLM: Learning to Route LLMs with Preference Data

Reference 4

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source=pdf_text observed=2026-08-16T00:21:09.805459Z digest=sha256:93477883ba2684caf51d9c0fdb20b13d4f8227777bf7390c669436e5f95fec01

Observation 2047e7a7-78d4-4195-94db-6e26c8bb8392 · outbound

This paper cites CARROT: A Cost Aware Rate Optimal Router.

SCOPE-Router: Cost-Aware Open-Set VLM Routing for Execution-Oriented Tasks CARROT: A Cost Aware Rate Optimal Router

Reference 5

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source=pdf_text observed=2026-08-16T00:21:09.815657Z digest=sha256:ae179cb0ddb7c46b6c9be6c75599f20da18c9e035ba58fc818da9e738265f568

Observation 4519b724-aa76-4e29-be41-154f6c225935 · outbound

This paper cites Agent-as-a-Router: Agentic Model Routing for Coding Tasks.

SCOPE-Router: Cost-Aware Open-Set VLM Routing for Execution-Oriented Tasks Agent-as-a-Router: Agentic Model Routing for Coding Tasks

Reference 6

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source=pdf_text observed=2026-08-16T00:21:09.822934Z digest=sha256:b373d3ec11b3555e632d6a26030645cf2caf189f9df91f261722fd45229ec822

Observation 1084bd2f-8d3e-4eb7-878c-6f789800d69b · outbound

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

SCOPE-Router: Cost-Aware Open-Set VLM Routing for Execution-Oriented Tasks RouterDC: Query-Based Router by Dual Contrastive Learning for Assembling Large Language Models

Reference 7

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source=pdf_text observed=2026-08-16T00:21:09.839397Z digest=sha256:b3c413e398f339a1abf14411f5a85647ca43c4c41da6adb6d215af5202a0606b

Observation 49e22d3e-a91f-4f40-80ad-8a7cac7b6916 · outbound

This paper cites Universal Model Routing for Efficient LLM Inference.

SCOPE-Router: Cost-Aware Open-Set VLM Routing for Execution-Oriented Tasks Universal Model Routing for Efficient LLM Inference

Reference 8

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source=pdf_text observed=2026-08-16T00:21:09.849996Z digest=sha256:570f4c74804a4fa4ab2601010025726e2ac7aeeecc5aeb304ad3a6901dd44b56

Observation 3a6f4211-4697-43d0-981b-a3087f09bfdf · outbound

This paper cites xrouter: Training cost-aware llms orchestration system via reinforcement learning, 2025.

SCOPE-Router: Cost-Aware Open-Set VLM Routing for Execution-Oriented Tasks xrouter: Training cost-aware llms orchestration system via reinforcement learning, 2025

Reference 9

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source=pdf_text observed=2026-08-16T00:21:09.859951Z digest=sha256:ca4e5f45a096fbc08229cc7ba691b9821fe8d916452e50fe405df153cfe2341f

Observation e030e4f4-ed9c-4c89-9f04-9367af792e33 · outbound

This paper cites Mmr-bench: A comprehensive benchmark for multimodal llm routing, 2026.

SCOPE-Router: Cost-Aware Open-Set VLM Routing for Execution-Oriented Tasks Mmr-bench: A comprehensive benchmark for multimodal llm routing, 2026

Reference 10

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source=pdf_text observed=2026-08-16T00:21:09.865393Z digest=sha256:e64667a8ba1ffacf98d806cecd675d368fe7833d0490d4c6ec7f902f69d1f98e

Observation 75662645-46f1-4a9a-a3c6-5714e5b7a2c1 · outbound

This paper cites Icl-router: In-context learned model representations for llm routing, 2025.

SCOPE-Router: Cost-Aware Open-Set VLM Routing for Execution-Oriented Tasks Icl-router: In-context learned model representations for llm routing, 2025

Reference 11

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source=pdf_text observed=2026-08-16T00:21:09.871040Z digest=sha256:6c70035ae2a839bdf1e297d69d8b7d78f66627998bf9bdb56997c69b23c60497

Observation d81457c4-60f3-4d0c-8c87-c04a293cd379 · outbound

This paper cites Routing to the Expert: Efficient Reward-guided Ensemble of Large Language Models.

SCOPE-Router: Cost-Aware Open-Set VLM Routing for Execution-Oriented Tasks Routing to the Expert: Efficient Reward-guided Ensemble of Large Language Models

Reference 12

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source=pdf_text observed=2026-08-16T00:21:09.877394Z digest=sha256:104afe931d1f465abea91be30b0ae0c75c9b4d35d3d59cd2d9c63226faf4ac88

Observation 98571946-15ae-4acd-b929-6eeec38d60f8 · outbound

This paper cites Llmrouterbench: A massive benchmark and unified framework for llm routing, 2026.

SCOPE-Router: Cost-Aware Open-Set VLM Routing for Execution-Oriented Tasks Llmrouterbench: A massive benchmark and unified framework for llm routing, 2026

Reference 13

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source=pdf_text observed=2026-08-16T00:21:09.883671Z digest=sha256:e109643f931060c84b904b452f06922fce9988c6b2513b56ef59dd14d9eb8e4b

Observation 8d7892b3-2f02-49bd-8ce7-4145c5402861 · outbound

This paper cites RouteProfile: Graph-Based Profiling for Cold-Start LLM Routing.

SCOPE-Router: Cost-Aware Open-Set VLM Routing for Execution-Oriented Tasks RouteProfile: Graph-Based Profiling for Cold-Start LLM Routing

Reference 14

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local_arxiv, observed 2026-08-16T00:21:11.068507Z

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No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T00:21:09.889230Z digest=sha256:3b743d50a79815c95bb83c8e00b23367b5982065ac8e8d850b19512941d90292

Observation 9eb7661e-8d9e-4ed3-a336-33e9c18c8b32 · outbound

This paper cites Bge m3-embedding: Multi- lingual, multi-functionality, multi-granularity text embeddings through self-knowledge distillation, 2024.

SCOPE-Router: Cost-Aware Open-Set VLM Routing for Execution-Oriented Tasks Bge m3-embedding: Multi- lingual, multi-functionality, multi-granularity text embeddings through self-knowledge distillation, 2024

Reference 15

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No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T00:21:09.896146Z digest=sha256:6bcfa7570369d5a73951bfe6e8c30449d7801f64644867af426fc7172c47bdde

Observation fe8467d8-33c4-47be-a41d-908c8f5f7783 · outbound

This paper cites Dinov2: Learning robust visual features without supervision, 2023.

SCOPE-Router: Cost-Aware Open-Set VLM Routing for Execution-Oriented Tasks Dinov2: Learning robust visual features without supervision, 2023

Reference 16

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No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T00:21:09.918505Z digest=sha256:09b3d630641e5e8820100127543511e3bf91dc7f25f9df2039f0dfdbf483786f

Observation f4e41704-9956-4090-a050-cf3ecc3dbb4a · outbound

This paper cites Program Synthesis with Large Language Models.

SCOPE-Router: Cost-Aware Open-Set VLM Routing for Execution-Oriented Tasks Program Synthesis with Large Language Models

Reference 17

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source=pdf_text observed=2026-08-16T00:21:09.928970Z digest=sha256:173c12a8af16ef849222d8fd13639f5b64dca073d77bf61f05728a837b75e819

Observation 25a262ee-153f-4e0b-81e5-543069b99457 · outbound

This paper cites BigCodeBench: Benchmarking Code Generation with Diverse Function Calls and Complex Instructions.

SCOPE-Router: Cost-Aware Open-Set VLM Routing for Execution-Oriented Tasks BigCodeBench: Benchmarking Code Generation with Diverse Function Calls and Complex Instructions

Reference 18

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source=pdf_text observed=2026-08-16T00:21:09.936097Z digest=sha256:bdb9333d05afbef10f0066b0890f5b8e0ea7ca37b98d821daf7b6f9b78a8b551

Observation ac5334a2-91f4-401b-916e-a9a8aee88368 · outbound

This paper cites Measuring Coding Challenge Competence With APPS.

SCOPE-Router: Cost-Aware Open-Set VLM Routing for Execution-Oriented Tasks Measuring Coding Challenge Competence With APPS

Reference 19

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source=pdf_text observed=2026-08-16T00:21:09.942944Z digest=sha256:c156801371c58de53446363de9dba46bac37241bcacd8454651058c5034a1817

Observation d65b3180-0e38-41bb-a986-44fe7ff57793 · outbound

This paper cites LiveCodeBench: Holistic and Contamination Free Evaluation of Large Language Models for Code.

SCOPE-Router: Cost-Aware Open-Set VLM Routing for Execution-Oriented Tasks LiveCodeBench: Holistic and Contamination Free Evaluation of Large Language Models for Code

Reference 20

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source=pdf_text observed=2026-08-16T00:21:09.949033Z digest=sha256:3576a01fe24e4746fee0191e56e27f5ead0b000196da1ef6b17d5f5ee584da51

Observation 2dfc2e30-b410-49d9-b6ab-732962a3233c · outbound

This paper cites MathVista: Evaluating Mathematical Reasoning of Foundation Models in Visual Contexts.

SCOPE-Router: Cost-Aware Open-Set VLM Routing for Execution-Oriented Tasks MathVista: Evaluating Mathematical Reasoning of Foundation Models in Visual Contexts

Reference 21

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source=pdf_text observed=2026-08-16T00:21:09.960183Z digest=sha256:b7126d7635f2b9824519d969ee1a31303ffee6eb5a93b8b671b894d295f8b276

Observation 6b27cc63-0643-47f4-8c2c-caad8bffb184 · outbound

This paper cites ChartQA: A Benchmark for Question Answering about Charts with Visual and Logical Reasoning.

SCOPE-Router: Cost-Aware Open-Set VLM Routing for Execution-Oriented Tasks ChartQA: A Benchmark for Question Answering about Charts with Visual and Logical Reasoning

Reference 22

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source=pdf_text observed=2026-08-16T00:21:09.968037Z digest=sha256:3511ea2886f1d0ae75bd002ac71fa4e84874df94dbfd29cb5244af2af6012579

Observation 89c787b6-5db2-448c-b117-331499064d0f · outbound

This paper cites MMMU: A Massive Multi-discipline Multimodal Understanding and Reasoning Benchmark for Expert AGI.

SCOPE-Router: Cost-Aware Open-Set VLM Routing for Execution-Oriented Tasks MMMU: A Massive Multi-discipline Multimodal Understanding and Reasoning Benchmark for Expert AGI

Reference 23

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source=pdf_text observed=2026-08-16T00:21:09.976355Z digest=sha256:6772d234c79021e102cfd19b6db110129a3bcdff22cf01938ff35d5a9647f573

Observation 0ef0920a-7005-448d-a670-1897aa51d4e4 · outbound

This paper cites Ocrbench: on the hidden mystery of ocr in large multimodal models.Science China Information Sciences, 67(12), December 2024.

SCOPE-Router: Cost-Aware Open-Set VLM Routing for Execution-Oriented Tasks Ocrbench: on the hidden mystery of ocr in large multimodal models.Science China Information Sciences, 67(12), December 2024

Reference 24

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source=pdf_text observed=2026-08-16T00:21:09.986517Z digest=sha256:b658e62e96f93b00000b7655eaa7a4840642250b5757f37c9fa79ba11f77c1cb

Observation 59785d13-fe4c-4b73-babc-a55d929a9b1f · outbound

This paper cites DocVQA: A Dataset for VQA on Document Images.

SCOPE-Router: Cost-Aware Open-Set VLM Routing for Execution-Oriented Tasks DocVQA: A Dataset for VQA on Document Images

Reference 25

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source=pdf_text observed=2026-08-16T00:21:09.994412Z digest=sha256:07690b2b2dac1b10ef0597699f3b7c774297cdbce36dae2d754c27967b8c74d1

Observation d7e61a31-b2ee-4320-9b20-92e77d016462 · outbound

This paper cites A Diagram Is Worth A Dozen Images.

SCOPE-Router: Cost-Aware Open-Set VLM Routing for Execution-Oriented Tasks A Diagram Is Worth A Dozen Images

Reference 26

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source=pdf_text observed=2026-08-16T00:21:10.004215Z digest=sha256:c115f3d3749caaf7f1eb5a2ec30306782173854bd487d9cbb08bf00d3c036863

Observation cee2195a-012f-4b3b-8a82-b77f28380d67 · outbound

This paper cites Grok-1.5 vision preview.

SCOPE-Router: Cost-Aware Open-Set VLM Routing for Execution-Oriented Tasks Grok-1.5 vision preview

Reference 27

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verified fuzzy
raw_fallback, observed 2026-08-16T00:21:12.309949Z

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No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T00:21:10.014328Z digest=sha256:ee0534294d7103153699696b3d54f55d3a37282cbcf24db16061ca4f3249cb53

Observation 384ce454-e7cd-452c-85e1-713fb9f40324 · outbound

This paper cites BrowseComp-Plus: A More Fair and Transparent Evaluation Benchmark of Deep-Research Agent.

SCOPE-Router: Cost-Aware Open-Set VLM Routing for Execution-Oriented Tasks BrowseComp-Plus: A More Fair and Transparent Evaluation Benchmark of Deep-Research Agent

Reference 28

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source=pdf_text observed=2026-08-16T00:21:10.025595Z digest=sha256:8bbbffdaee261a070f8b7679bc55d3274308efcc0a1a992f9440d9c439af6f45

Observation d12a94af-9761-49e5-a40b-5772a1df7d20 · outbound

This paper cites Qwen3-VL Technical Report.

SCOPE-Router: Cost-Aware Open-Set VLM Routing for Execution-Oriented Tasks Qwen3-VL Technical Report

Reference 29

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source=pdf_text observed=2026-08-16T00:21:10.033144Z digest=sha256:8e086df51b2ef5de6a06e6c54ad26c8e5fcdbb0e970a9e1bbbde8d9e44b00d68

Observation 77149de9-c8e7-42a4-b57c-7c53061ec3fb · outbound

This paper cites Qwen3.5: Towards native multimodal agents, February 2026.

SCOPE-Router: Cost-Aware Open-Set VLM Routing for Execution-Oriented Tasks Qwen3.5: Towards native multimodal agents, February 2026

Reference 30

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source=pdf_text observed=2026-08-16T00:21:10.042347Z digest=sha256:c001ff030e46f7cbd3c2db1e6c1b428a42f025767c4c5a4e5a8d83b99f2be6d0

Observation 9b1b7ab7-9e29-4efd-aa5e-71003a3d94bc · outbound

This paper cites Gemini 2.5 Flash Model Card.

SCOPE-Router: Cost-Aware Open-Set VLM Routing for Execution-Oriented Tasks Gemini 2.5 Flash Model Card

Reference 31

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raw_fallback, observed 2026-08-16T00:21:12.264188Z

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No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T00:21:10.049417Z digest=sha256:007fdfc11956297770a44b50d86cac6b62104a2a5a3aa27e2a44426fd9d25b4f

Observation ffad6aec-cc83-4148-a389-b1a62ea84494 · outbound

This paper cites Gemini 3 Flash Model Card.

SCOPE-Router: Cost-Aware Open-Set VLM Routing for Execution-Oriented Tasks Gemini 3 Flash Model Card

Reference 32

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No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T00:21:10.060870Z digest=sha256:7de67c7a9eab6f1056dc04a591e269b8d4141eb619591ea94b6d246ccc76db61

Observation f98c862a-56dc-436e-8cf4-b0bb06ab0725 · outbound

This paper cites Gemini 3.5 Flash Model Card.

SCOPE-Router: Cost-Aware Open-Set VLM Routing for Execution-Oriented Tasks Gemini 3.5 Flash Model Card

Reference 33

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No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T00:21:10.074906Z digest=sha256:100121fb274813d1c997e8d0d37b8db7c18b6591fd30082eec58e8aee7662645

Observation 8334221f-789b-45ee-bc03-2b8bbf160ce7 · outbound

This paper cites Introducing GPT-5.4, March 2026.

SCOPE-Router: Cost-Aware Open-Set VLM Routing for Execution-Oriented Tasks Introducing GPT-5.4, March 2026

Reference 34

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No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T00:21:10.087759Z digest=sha256:4a5ff8c440af083857345e69cfd5160e2692e2778e18572dfa165449ce9e542e

Observation fadc4aa1-8780-48d7-9c92-9221c3f245b8 · outbound

This paper cites Introducing GPT-5.4 mini and nano, March 2026.

SCOPE-Router: Cost-Aware Open-Set VLM Routing for Execution-Oriented Tasks Introducing GPT-5.4 mini and nano, March 2026

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T00:21:12.147124Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T00:21:10.095989Z digest=sha256:16c2356149342e6a0856e096ef2f939b520efc082be1c7d99fc4bead0874746f

Observation a1bf3d0d-ecae-48fa-8203-f2970cdb6f85 · outbound

This paper cites System card: Claude Haiku 4.5.

SCOPE-Router: Cost-Aware Open-Set VLM Routing for Execution-Oriented Tasks System card: Claude Haiku 4.5

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T00:21:12.111901Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T00:21:10.110734Z digest=sha256:04b25fc458cc0ab113658f05b7acb80bb4c4bd5208e9e192f8f752277c72c1dc

Observation 6d5c32d1-00e4-4ffd-8c82-6a1026e204f4 · outbound

This paper cites System card: Claude Sonnet 4.6.

SCOPE-Router: Cost-Aware Open-Set VLM Routing for Execution-Oriented Tasks System card: Claude Sonnet 4.6

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T00:21:12.079958Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T00:21:10.125167Z digest=sha256:c3e7dc15ed5ade85e4c477ebcd9badd48a3190743161aad992274d1c8c2b52f7

Observation 627b3577-aaaa-407a-a361-d1a5ca49f5eb · outbound

This paper cites System card: Claude Opus 4.6.

SCOPE-Router: Cost-Aware Open-Set VLM Routing for Execution-Oriented Tasks System card: Claude Opus 4.6

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T00:21:12.054426Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T00:21:10.132215Z digest=sha256:42384462198d90b718b4e80d91f639e306b88841a9854e5c36e5f01c86d97524

Observation af142e7d-0060-4cc8-a89a-276e5b07898b · outbound

This paper cites MiniMax Sparse Attention.

SCOPE-Router: Cost-Aware Open-Set VLM Routing for Execution-Oriented Tasks MiniMax Sparse Attention

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-16T00:21:10.157715Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:21:10.157715Z digest=sha256:649e13ebb88c0f9c364363010798d4f9b87dbd2ae5ab9cc7b7fc6125826345f8

Observation 515f4aa8-1917-4384-9572-017e6581271d · outbound

This paper cites an unresolved cited work.

SCOPE-Router: Cost-Aware Open-Set VLM Routing for Execution-Oriented Tasks Unresolved cited work

Reference 40

Resolution
unresolved
raw_fallback, observed 2026-08-16T00:21:12.025174Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T00:21:10.165977Z digest=sha256:16c7d2e4c023f13cff81c23d64c3e3c6f1f38d35da90a8c2c85e536aca000705

Observation ea27ef0a-5a90-4f20-9a2c-3847f3095017 · outbound

This paper cites MacQueen.

SCOPE-Router: Cost-Aware Open-Set VLM Routing for Execution-Oriented Tasks MacQueen

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-16T00:21:10.177096Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:21:10.177096Z digest=sha256:6d9910048b534601e4749360086f0f7d46802c828ae4fb3deed821a4de58de15

Observation 51481ec0-c190-46a2-a8f3-c425df214248 · outbound

This paper cites Conditional logit analysis of qualitative choice behavior.

SCOPE-Router: Cost-Aware Open-Set VLM Routing for Execution-Oriented Tasks Conditional logit analysis of qualitative choice behavior

Reference 42

Resolution
unresolved
no resolver link, observed 2026-08-16T00:21:10.182056Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:21:10.182056Z digest=sha256:4c969a08a8b5b2a7204c1300f34bbc1e78b629462ece04d55e02c852cf1d323e

Observation 75051a63-0dd8-48fe-83d0-91ff64a6ba71 · outbound

This paper cites Rumelhart, Geoffrey E.

SCOPE-Router: Cost-Aware Open-Set VLM Routing for Execution-Oriented Tasks Rumelhart, Geoffrey E

Reference 43

Resolution
unresolved
no resolver link, observed 2026-08-16T00:21:10.191057Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:21:10.191057Z digest=sha256:24d9c06f42ce954fbeaec6259f862d759db8cdd85ff2bbc52ff1baa881e6ca42

Observation 1992f520-ff7a-4241-a203-c3fbf886227c · outbound

This paper cites Rifkin and Aldebaro Klautau.

SCOPE-Router: Cost-Aware Open-Set VLM Routing for Execution-Oriented Tasks Rifkin and Aldebaro Klautau

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T00:21:11.948861Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T00:21:10.203642Z digest=sha256:1d44bc45d3a7b22fbec51e8989881a1a51003b656e07b4336e9e9dd21860a113

Observation 1f085e25-1e71-4663-a78d-cac55cae5481 · outbound

This paper cites Pp-ocrv6: From 1.5m to 34.5m parameters, surpassing billion-scale vlms on ocr tasks,.

SCOPE-Router: Cost-Aware Open-Set VLM Routing for Execution-Oriented Tasks Pp-ocrv6: From 1.5m to 34.5m parameters, surpassing billion-scale vlms on ocr tasks,

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T00:21:11.924501Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T00:21:10.212314Z digest=sha256:19ff8dbe5b9b388f0f68476b1c968087854b6b2eae52f576ec39de9cc1f0208a

Observation b5cdc979-4ee6-4d45-9914-1b0159960cd4 · outbound

This paper cites Qwen3 Embedding: Advancing Text Embedding and Reranking Through Foundation Models.

SCOPE-Router: Cost-Aware Open-Set VLM Routing for Execution-Oriented Tasks Qwen3 Embedding: Advancing Text Embedding and Reranking Through Foundation Models

Reference 46

Resolution
unresolved
no resolver link, observed 2026-08-16T00:21:10.232013Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:21:10.232013Z digest=sha256:5185077a8d3c9ca6565d7e4957e029f474df0a1f7e78770d20e08814dbd42a7d

Observation c22d01b8-9066-4a78-8975-4692f8d295d3 · outbound

This paper cites GPT-5.5 System Card.

SCOPE-Router: Cost-Aware Open-Set VLM Routing for Execution-Oriented Tasks GPT-5.5 System Card

Reference 47

Resolution
malformed identifier
raw_fallback, observed 2026-08-16T00:21:10.581592Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T00:21:10.243859Z digest=sha256:ea68133d5da5e7fd1fa8220699c4ae3b0ac959da2d48f480659e45b8f6a42119

Observation c9aebf86-ae6c-4fb9-b1ba-6b7f69e40a42 · outbound

This paper cites PP-OCRv6: From 1.5M to 34.5M Parameters, Surpassing Billion-Scale VLMs on OCR Tasks.

SCOPE-Router: Cost-Aware Open-Set VLM Routing for Execution-Oriented Tasks PP-OCRv6: From 1.5M to 34.5M Parameters, Surpassing Billion-Scale VLMs on OCR Tasks

Reference 2026

Resolution
unresolved
no resolver link, observed 2026-08-16T00:21:10.219919Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:21:10.219919Z digest=sha256:85de9a05fe089d5543056b00368cbe0baff88c4ad078c54e11e9fb4127d6ed0e

Pith citing papers

No inbound Pith citation observations are available.