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Paper Citation Record · LEDGER

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

As of 19 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 2026-08-19T06:32:44.657259+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:edeeff624cc63dc0afa061377e0ab2a9116f858889e6db1869df1c9d5cf0cca3

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-16T00:21:09.788081Z digest=sha256:665e77b9281bdf1cfcd79ef9f52abc9d3d4e083a3b0fc202dd4221cf5b744190

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:e687f607d3a8a5a54dcf7028308c8b61bcf77fdbcfedcb44962059cbf4e152e7

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:efd901de7174abaaf5e90d61f6c4bc84d47478eab51183cb1714eddc08475252

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=sha256:9def9ae6f1e4031737d8a4f0f6775e63695f56303c7986ac9f568585e0e48a9d

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=sha256:3897cbaa02a335ffadb7933ca7728286cc7a64d2f477dc5425a38d0c106a21fb

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=sha256:0c28a931c031aeb48edeef222cde8bc26272898545344f7666fbbadc7c997871

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=sha256:819d80967ff532605bb9483942370d762e847af64fca3e33f9596c635ffab00c

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=sha256:982dcb094c9af2aba5cadba94626f1c267db04d1fba84d4c5aec57997aa38c8d

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:a0f8ecfeeff1a09c8df933e73ed12d27fa3aa9922fd2f5b38698588ee265ec91

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=sha256:880a1d7043b30b0266f957f6ee31df5175af72ea78eb7a06bc665f0ad555289e

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=sha256:3664de28500cd63bfec951c6e4ef4c4279dae7e1135bd62c36ae73498c1a3fd6

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=sha256:3491ec411e43045da3e3b793208c566a701a000da641060e1c82481e047c41ac

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-16T00:21:09.889230Z digest=sha256:3c12f4544617742df52fc3416d062ccdf1823c0eb5b470af3437b0d962160a32

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-16T00:21:09.896146Z digest=sha256:c70a12ac0d5bd34261141a945427a94f92dd251210bb2d84035790a5e31cb7ab

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-16T00:21:09.918505Z digest=sha256:f3f737853a5faa8b38e805768045ae48826d0d66fcca48b2f5b2610fcafdf9ae

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:d20f23f165c62407d06444057d82ffff867f563d1e5fb880b7842347eb12991f

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:dc9043d604c526e00ae89882f3b914498ba9c87ee4f9c46ef3497ef89afc1c4a

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:bd57b65adb062c30b6c0d46f5a292af3a80c689605e56f2a38f1a786967f2b70

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:f0fefab2ee5aee9f8f6fcbb8ac639603926a94cbe0c8260a22170ed9f48e75d8

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:e4e00f6d5d1f827d9291c82a5725107d9d49faae6787c01fc9fabbfe2397abf1

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=sha256:48bb439ef046881989f1c72148f415295678461476d6cf1777e32ea96b8344f3

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=sha256:24776b20c6084181ac2b9699d1328e031e724421bd097b77f9079ee3c1811201

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=sha256:0dedc98a16de0dd929360d82122418efb3f2a1dcd90159dc699f5c011daece4f

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:f7e1da2eff5e89e9f91c47f766ac8767124a524eaba0ace6a96f161d583529a9

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:bace42968f737b6b421e5e994e7ca548c2f08d231fdaa4007b8ae0c3c4c238d2

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

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-16T00:21:10.014328Z digest=sha256:e2a774409c6ff373b1044645fcd7b4fa90ace73134bd64f9482512c446aaca65

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:cc5761149e81b35c0cd4ab009f99f82f54d70bfd7f0d7f274984ca583fe048c3

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=sha256:781dbb119362d3029da2bce30140ca487479a2237910363a1ac9669db5bd5601

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=sha256:1591eb7aafb00cecdd575b40401bdb653fa0e047a2d4bed651dc005da9fbf3ad

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-16T00:21:10.049417Z digest=sha256:b5da393b16a2812f62e180ea49872c6499c7d97234bb92a4dfe0b95fb6640ae0

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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raw_fallback, observed 2026-08-16T00:21:12.235699Z

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No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-16T00:21:10.060870Z digest=sha256:25cf0706d1c2c1a72f71a07d19b34d5fb0a911abf157787600a2132f805ec190

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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raw_fallback, observed 2026-08-16T00:21:12.207963Z

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No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-16T00:21:10.074906Z digest=sha256:6502473d22c30de56d991092e1182753413f6a0153e80f2dc2ecae36559c79e5

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-16T00:21:10.087759Z digest=sha256:dfc40ed0a8b920572fbbd0f2ba855a0e41f2493bd28cc3aea2653d262286ccb3

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-16T00:21:10.095989Z digest=sha256:b807829e84ab3d552640d24a46334c017d2c248333d5d009131d77db5ae73c1c

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-16T00:21:10.110734Z digest=sha256:f28a01bd32736e0c1120396dda8bd6974883d12f9086461db9bae9c91d433df8

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-16T00:21:10.125167Z digest=sha256:72fb885594f5a514e452d7bdd2cef97ff7fef86c371b9926da0c696d69f4c9fa

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-16T00:21:10.132215Z digest=sha256:2e7b6ffa3782cbe8de9574cf633b7c0e01cdb359a1fdd3df65d3d3e2a23bdf51

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:e2197c1254308014da11fe5c313b0d59a148c2ee59c164cfc8f72c7ffc1329ab

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-16T00:21:10.165977Z digest=sha256:f063ed722f9316d293acecb4370d3fd5119b7db27bad9c08fc7d7ac85d54db08

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=sha256:0e090b729d354942012355eb7a813cf0779d0cf82c3b16a7b3860d0acb7a2b0f

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:c5f7f4884c24d0a5b83938b6cfb5c29949d9a62d7860f4857e886c91a39cd78b

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=sha256:15c3ee4053a799803e02cf34204dd51d3c12ebb778bc06341076f13b9a0e738b

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-16T00:21:10.203642Z digest=sha256:adba7ca95d71bf41558f8535b0cbae83e64b26c5b43f86b262dd59a8bfcfb63b

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-16T00:21:10.212314Z digest=sha256:30f8e5c2846d5e87c8a3bc4b413c193eb040f08e203a1e1166ff18b828032969

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:d5cebda2b5b47a0dbad339fa2f358ceb0ddf8f289223693d4ab2c4e76fa30800

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-16T00:21:10.243859Z digest=sha256:a2a877f597df93f591e5d643a0bc3daa5fa70946d7be02d625832f5737741d44

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:a124a1591dab03539349d29a5e01611debe98e6513b550ad919b3bb7e820552e

Pith citing papers

No inbound Pith citation observations are available.