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Paper Citation Record · LEDGER

The Routing Plateau: Understanding and Breaking the Accuracy Limits of LLM Routers

As of 5 August 2026, this Paper Citation Record lists 80 of 80 outbound references and 0 inbound Pith citation observations for arXiv:2606.07587.

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

pith.paper-citation-record.v1
2606.07587 v1

Coverage vector

measured 80 of 80 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-29T14:07:26.366172Z

measured 80 of 80 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 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

80 of 80 outbound references displayed

  • verified exact34
  • verified fuzzy0
  • unresolved38
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch8

External citation measurements

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Outbound references

Observation 38dff06d-0961-4570-a878-dbde097506e3 · outbound

This paper cites MathQA: Towards Interpretable Math Word Problem Solving with Operation-Based Formalisms.

The Routing Plateau: Understanding and Breaking the Accuracy Limits of LLM Routers MathQA: Towards Interpretable Math Word Problem Solving with Operation-Based Formalisms

Reference 1

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Observation 9fa80344-8df3-446f-9776-e1735e2ec0a9 · outbound

This paper cites On the Cross-lingual Transferability of Monolingual Representations.

The Routing Plateau: Understanding and Breaking the Accuracy Limits of LLM Routers On the Cross-lingual Transferability of Monolingual Representations

Reference 2

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source=pdf_text observed=2026-06-29T14:07:26.366172Z digest=sha256:52896318a51fe909e4aa33fa59e19403ff234beaf5b26fddf09a85c490af718c

Observation 53ccc3a6-821c-40f4-a836-468b1fae30bc · outbound

This paper cites Program Synthesis with Large Language Models.

The Routing Plateau: Understanding and Breaking the Accuracy Limits of LLM Routers Program Synthesis with Large Language Models

Reference 3

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local_arxiv, observed 2026-06-29T14:13:30.270521Z

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Observation 9056fda1-7cd2-4ea8-9dd9-455fe1655e1c · outbound

This paper cites MS MARCO: A Human Generated MAchine Reading COmprehension Dataset.

The Routing Plateau: Understanding and Breaking the Accuracy Limits of LLM Routers MS MARCO: A Human Generated MAchine Reading COmprehension Dataset

Reference 4

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source=pdf_text observed=2026-06-29T14:07:26.366172Z digest=sha256:cd38e6436ff837f56a06f24e8507dca885106ff2ec45b74268207857eb85efec

Observation e706a976-2a44-41c2-810b-fd009906b754 · outbound

This paper cites Semantic Parsing on Freebase from Question- Answer Pairs.

The Routing Plateau: Understanding and Breaking the Accuracy Limits of LLM Routers Semantic Parsing on Freebase from Question- Answer Pairs

Reference 5

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source=pdf_text observed=2026-06-29T14:07:26.366172Z digest=sha256:d8a455dd8ff4bdb4b8cb1504d9867e7549556e90f6b5e1bd4dd4dbb3ebb45660

Observation df61dcf9-f5e7-41bf-943b-98ddd751bd4e · outbound

This paper cites Chen, J., Hu, S., Liu, Z., and Sun, M.

The Routing Plateau: Understanding and Breaking the Accuracy Limits of LLM Routers Chen, J., Hu, S., Liu, Z., and Sun, M

Reference 6

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arxiv_id, observed 2026-06-29T14:13:30.239136Z

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source=pdf_text observed=2026-06-29T14:07:26.366172Z digest=sha256:d6bf725e4dfab39f70309b548dfe7ed286b1f6016b6bac464c735a70f121b15f

Observation e37a38fa-1522-4689-b192-da5eb20c15fd · outbound

This paper cites Evaluating Large Language Models Trained on Code.

The Routing Plateau: Understanding and Breaking the Accuracy Limits of LLM Routers Evaluating Large Language Models Trained on Code

Reference 7

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source=pdf_text observed=2026-06-29T14:07:26.366172Z digest=sha256:7d9f5ea73fe7c097e8a403877949cbe419a1f9b8e171e1743e9857960b4ee51b

Observation c79f7eb2-351b-433b-98b3-49346a05ee9f · outbound

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

The Routing Plateau: Understanding and Breaking the Accuracy Limits of LLM Routers RouterDC: Query-Based Router by Dual Contrastive Learning for Assembling Large Language Models

Reference 8

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source=pdf_text observed=2026-06-29T14:07:26.366172Z digest=sha256:5965b9e0af35fd5ffa434d9785d095487210b9d89f8f295cd907384ad413e321

Observation 36f94766-a7d5-4ce7-8ad1-0e12c2fa42c4 · outbound

This paper cites FinQA: A Dataset of Numerical Reasoning over Financial Data.

The Routing Plateau: Understanding and Breaking the Accuracy Limits of LLM Routers FinQA: A Dataset of Numerical Reasoning over Financial Data

Reference 9

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source=pdf_text observed=2026-06-29T14:07:26.366172Z digest=sha256:a431a225a5816b58074384c64005220b3a4e5925016e56e25819b46d2f2c3434

Observation 332678f3-b28c-46f3-8d0d-3b104680707f · outbound

This paper cites QuAC: Question Answering in Context.

The Routing Plateau: Understanding and Breaking the Accuracy Limits of LLM Routers QuAC: Question Answering in Context

Reference 10

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source=pdf_text observed=2026-06-29T14:07:26.366172Z digest=sha256:a72a4756148552bdbb83a9f89b88f042b5ccfb64db9d866bc97b09da4aaf908f

Observation f7bcc2ab-c1d6-43b8-8d87-4e62f93f2dec · outbound

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

The Routing Plateau: Understanding and Breaking the Accuracy Limits of LLM Routers BoolQ: Exploring the Surprising Difficulty of Natural Yes/No Questions

Reference 11

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source=pdf_text observed=2026-06-29T14:07:26.366172Z digest=sha256:8cef165d9cdb76932a709cf75afba186d0ac3f5945a091967addd2d5dc78f950

Observation f1ec202c-136c-45c7-b98a-a097e290d365 · outbound

This paper cites TyDi QA: A Benchmark for Information-Seeking Question Answering in Typologically Diverse Languages.Transactions of the Association for Computational Linguistics, 8:454–470, 2020.

The Routing Plateau: Understanding and Breaking the Accuracy Limits of LLM Routers TyDi QA: A Benchmark for Information-Seeking Question Answering in Typologically Diverse Languages.Transactions of the Association for Computational Linguistics, 8:454–470, 2020

Reference 12

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source=pdf_text observed=2026-06-29T14:07:26.366172Z digest=sha256:6217528d04ceff5c64b399b0f230826a9bb0158fbb971a5abc92107322242359

Observation 9f2ee3da-ca75-4818-a79d-e0958ea88624 · outbound

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

The Routing Plateau: Understanding and Breaking the Accuracy Limits of LLM Routers Think you have Solved Question Answering? Try ARC, the AI2 Reasoning Challenge

Reference 13

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source=pdf_text observed=2026-06-29T14:07:26.366172Z digest=sha256:0b3d5ebd3e17784fa67a94f2d01a2428d40983178e5875a103427fcc56d46e71

Observation 05c4623f-37e1-4a0a-b859-ac0b73985269 · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

The Routing Plateau: Understanding and Breaking the Accuracy Limits of LLM Routers Training Verifiers to Solve Math Word Problems

Reference 14

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source=pdf_text observed=2026-06-29T14:07:26.366172Z digest=sha256:642d15064a7cebf0be155d2cd233052e5617455b804bfc0e6dc4c893c52c4f83

Observation 5a6e44bd-bbdd-4fe0-8f16-a3a86ab0e9b9 · outbound

This paper cites Hybrid LLM: Cost-Efficient and Quality-Aware Query Routing.

The Routing Plateau: Understanding and Breaking the Accuracy Limits of LLM Routers Hybrid LLM: Cost-Efficient and Quality-Aware Query Routing

Reference 15

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source=pdf_text observed=2026-06-29T14:07:26.366172Z digest=sha256:33194d9ff0b30294111f81eade22742d4f256a66f6e5693202e876c9d03ac7a9

Observation 37be205a-8b6d-4af1-aed0-2e62be10ec00 · outbound

This paper cites SearchQA: A New Q&A Dataset Augmented with Context from a Search Engine.

The Routing Plateau: Understanding and Breaking the Accuracy Limits of LLM Routers SearchQA: A New Q&A Dataset Augmented with Context from a Search Engine

Reference 16

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

source=pdf_text observed=2026-06-29T14:07:26.366172Z digest=sha256:7090277f21b7fc8d3d0133063905cd9543de49108e6a95624b953d71b4e5a0f6

Observation d131caeb-d598-4703-831e-5b31ff3898a0 · outbound

This paper cites GraphRouter: A Graph-based Router for LLM Selections.

The Routing Plateau: Understanding and Breaking the Accuracy Limits of LLM Routers GraphRouter: A Graph-based Router for LLM Selections

Reference 17

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source=pdf_text observed=2026-06-29T14:07:26.366172Z digest=sha256:71d5b14c99c87215e1176b5d9b9bd95daf659abb3427b5d4f313fde5b19d7adb

Observation 7e58f48d-39dc-48f7-999d-7be1217caa44 · outbound

This paper cites Prompt-to-Leaderboard.

The Routing Plateau: Understanding and Breaking the Accuracy Limits of LLM Routers Prompt-to-Leaderboard

Reference 18

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source=pdf_text observed=2026-06-29T14:07:26.366172Z digest=sha256:3e2c08b460b965a5ef61883cb79e5fddd345a8d10bf0d5e2bd2341b80f74a483

Observation 26334df3-5b4c-4129-9d35-b14cd39a4db8 · outbound

This paper cites Aligning AI With Shared Human Values.

The Routing Plateau: Understanding and Breaking the Accuracy Limits of LLM Routers Aligning AI With Shared Human Values

Reference 19

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source=pdf_text observed=2026-06-29T14:07:26.366172Z digest=sha256:6cc7946e24d8fe9b04eb2f2817cfcd89a8175315a0e70d123a58013b38b318b7

Observation af6c615d-b3ce-4ca0-b920-389a9e901f22 · outbound

This paper cites Measuring Massive Multitask Language Understanding.

The Routing Plateau: Understanding and Breaking the Accuracy Limits of LLM Routers Measuring Massive Multitask Language Understanding

Reference 20

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source=pdf_text observed=2026-06-29T14:07:26.366172Z digest=sha256:c71d3700e6f6b11d1ac517b31c8bd1b1981867a76373be3f87708632088f5cf2

Observation 57dd25d5-28bb-4a9e-851a-290e195d9087 · outbound

This paper cites Measuring Mathematical Problem Solving With the MATH Dataset.

The Routing Plateau: Understanding and Breaking the Accuracy Limits of LLM Routers Measuring Mathematical Problem Solving With the MATH Dataset

Reference 21

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source=pdf_text observed=2026-06-29T14:07:26.366172Z digest=sha256:9720230890f10e9691c22af96fca99636fd701dcd1db53a80009fabedadcbfb4

Observation 110022bb-aac9-462e-abbc-30147e05dfb0 · outbound

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

The Routing Plateau: Understanding and Breaking the Accuracy Limits of LLM Routers RouterBench: A Benchmark for Multi-LLM Routing System

Reference 22

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source=pdf_text observed=2026-06-29T14:07:26.366172Z digest=sha256:1817d4f1b6626950222016318c302d3c903369b2c56f429cf6c8b4729d00888f

Observation a17191fd-86cb-43f4-8854-3e0c3bc7319a · outbound

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

The Routing Plateau: Understanding and Breaking the Accuracy Limits of LLM Routers LiveCodeBench: Holistic and Contamination Free Evaluation of Large Language Models for Code

Reference 23

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

source=pdf_text observed=2026-06-29T14:07:26.366172Z digest=sha256:a88e3634ae75d666cfc0062f862a469271d0a120b70cef2ba915891104b4cc60

Observation 8ffb42d0-2ead-44d4-9347-9016a7671bf9 · outbound

This paper cites What Disease does this Patient Have? A Large-scale Open Domain Question Answering Dataset from Medical Exams.Applied Sciences, 11(14), 2021.

The Routing Plateau: Understanding and Breaking the Accuracy Limits of LLM Routers What Disease does this Patient Have? A Large-scale Open Domain Question Answering Dataset from Medical Exams.Applied Sciences, 11(14), 2021

Reference 24

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source=pdf_text observed=2026-06-29T14:07:26.366172Z digest=sha256:5bd441fbe3614956d8e0426b61a270b3300a071ba0006336ebaa57fe545eba5c

Observation 0c879940-d175-4416-8102-daa96bd8dbe4 · outbound

This paper cites Universal Model Routing for Efficient LLM Inference.

The Routing Plateau: Understanding and Breaking the Accuracy Limits of LLM Routers Universal Model Routing for Efficient LLM Inference

Reference 25

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arxiv_id, observed 2026-06-29T14:13:30.257787Z

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source=pdf_text observed=2026-06-29T14:07:26.366172Z digest=sha256:c1ad37aa0ab0a5fdc79824fd0762ced65646d74b8d086af5b213886952613c46

Observation dfb89e2c-5d47-491a-9de8-615142e86ec7 · outbound

This paper cites QASC: A Dataset for Question Answering via Sentence Composition.

The Routing Plateau: Understanding and Breaking the Accuracy Limits of LLM Routers QASC: A Dataset for Question Answering via Sentence Composition

Reference 26

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source=pdf_text observed=2026-06-29T14:07:26.366172Z digest=sha256:73fe3901df1b5447df91096087569e6a29b9080d986a61a39e88efefb68bbf8a

Observation 4178a5fb-0293-453a-b19b-02dc5be867dc · outbound

This paper cites The NarrativeQA Reading Comprehension Challenge.Transactions of the Association for Computational Linguistics, 6:317–328, 2018.

The Routing Plateau: Understanding and Breaking the Accuracy Limits of LLM Routers The NarrativeQA Reading Comprehension Challenge.Transactions of the Association for Computational Linguistics, 6:317–328, 2018

Reference 27

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source=pdf_text observed=2026-06-29T14:07:26.366172Z digest=sha256:9d8bbd52968a7cb504d29023f4ddd1954fa4bba1f1e4b094ecd90b2ffcc74e6c

Observation ed0d7637-f4da-4328-8542-42cffce72a1e · outbound

This paper cites Natural Questions: A Benchmark for Question Answering Research.Transactions of the Association for Computational Linguistics, 7:452–466, 2019.

The Routing Plateau: Understanding and Breaking the Accuracy Limits of LLM Routers Natural Questions: A Benchmark for Question Answering Research.Transactions of the Association for Computational Linguistics, 7:452–466, 2019

Reference 28

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source=pdf_text observed=2026-06-29T14:07:26.366172Z digest=sha256:dcd362c17368137d08a3d7324d79d0969eadd41df64042d581f96f91c8513c50

Observation 8ad86950-5f57-48cb-8add-08e1a48df375 · outbound

This paper cites When routing collapses: On the degenerate convergence of llm routers.arXiv preprint arXiv:2602.03478,.

The Routing Plateau: Understanding and Breaking the Accuracy Limits of LLM Routers When routing collapses: On the degenerate convergence of llm routers.arXiv preprint arXiv:2602.03478,

Reference 29

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source=pdf_text observed=2026-06-29T14:07:26.366172Z digest=sha256:71f9a3412cf43cc717146e1f928a4c72b980862d9da811bfc55ae2c67943fdb9

Observation 46afc393-4133-4ce2-a18a-3b497b74ddfd · outbound

This paper cites MLQA: Evaluating Cross-lingual Extractive Question Answering.

The Routing Plateau: Understanding and Breaking the Accuracy Limits of LLM Routers MLQA: Evaluating Cross-lingual Extractive Question Answering

Reference 30

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source=pdf_text observed=2026-06-29T14:07:26.366172Z digest=sha256:e555131207519a39c72dfe57cc5bbc1ff0ba9b7bae2a32470486e83bfd5df480

Observation 021a55ee-be7e-40d1-b1e9-6ed773d77dc2 · outbound

This paper cites 2601.07206 , archivePrefix=.

The Routing Plateau: Understanding and Breaking the Accuracy Limits of LLM Routers 2601.07206 , archivePrefix=

Reference 31

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arxiv_id, observed 2026-06-29T14:13:30.247372Z

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source=pdf_text observed=2026-06-29T14:07:26.366172Z digest=sha256:485325b4a710d05ddcbe27b0b33762bb164a7306ed9c51d4f55e42eb34adfc18

Observation da01828e-cec3-4b47-90c8-b9cda5bd5ea9 · outbound

This paper cites Schapire.

The Routing Plateau: Understanding and Breaking the Accuracy Limits of LLM Routers Schapire

Reference 32

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source=pdf_text observed=2026-06-29T14:07:26.366172Z digest=sha256:0711f45e1f58a57546566573253197dd19d023e23135566f3bbd15c86fee09c3

Observation 33b55faf-1964-4663-b2df-f189d7376eef · outbound

This paper cites Rethinking Predictive Modeling for LLM Routing: When Simple kNN Beats Complex Learned Routers,.

The Routing Plateau: Understanding and Breaking the Accuracy Limits of LLM Routers Rethinking Predictive Modeling for LLM Routing: When Simple kNN Beats Complex Learned Routers,

Reference 33

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source=pdf_text observed=2026-06-29T14:07:26.366172Z digest=sha256:996a75216801e849d7ef531951caae1ed3c7add65769a4730cc694e1cf325ae8

Observation 9bc88cbc-c2d4-4b28-a54e-99c9b3dadb1e · outbound

This paper cites Rethinking Predictive Modeling for LLM Routing: When Simple kNN Beats Complex Learned Routers.

The Routing Plateau: Understanding and Breaking the Accuracy Limits of LLM Routers Rethinking Predictive Modeling for LLM Routing: When Simple kNN Beats Complex Learned Routers

Reference 34

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

source=pdf_text observed=2026-06-29T14:07:26.366172Z digest=sha256:b22b7258e8b0d4f1e24193619fa86ba73500bc65f2a7d896d7874cc9a2dbb374

Observation fdda16ee-d2c9-4652-a543-1b499f8bdf29 · outbound

This paper cites TruthfulQA: Measuring How Models Mimic Human Falsehoods.

The Routing Plateau: Understanding and Breaking the Accuracy Limits of LLM Routers TruthfulQA: Measuring How Models Mimic Human Falsehoods

Reference 35

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source=pdf_text observed=2026-06-29T14:07:26.366172Z digest=sha256:3b35a7e2ab222c9bd64e5d2e0c450d4c611c4028893afd547a5c5f604dbed130

Observation 1188a029-33bc-47d2-a750-7ee811ccbef0 · outbound

This paper cites Program Induction by Rationale Generation: Learning to Solve and Explain Algebraic Word Problems.

The Routing Plateau: Understanding and Breaking the Accuracy Limits of LLM Routers Program Induction by Rationale Generation: Learning to Solve and Explain Algebraic Word Problems

Reference 36

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source=pdf_text observed=2026-06-29T14:07:26.366172Z digest=sha256:51f1ea535bdfe3f0522ce1fb8543e3e69be3b1f332af5f5efe6a415e7ad228d2

Observation 972b2cba-4e82-4c2f-baec-a25f6a0eee4a · outbound

This paper cites OptLLM: Optimal Assignment of Queries to Large Language Models.

The Routing Plateau: Understanding and Breaking the Accuracy Limits of LLM Routers OptLLM: Optimal Assignment of Queries to Large Language Models

Reference 37

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arxiv_id, observed 2026-06-29T14:13:30.241493Z

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source=pdf_text observed=2026-06-29T14:07:26.366172Z digest=sha256:c1cd4cf3433530d01e53ac57d8f8461e912c8e4398581d14da8dcaebb10352f6

Observation d566c921-c088-4506-8af4-2f340298a794 · outbound

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

The Routing Plateau: Understanding and Breaking the Accuracy Limits of LLM Routers Routing to the Expert: Efficient Reward-guided Ensemble of Large Language Models

Reference 38

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

source=pdf_text observed=2026-06-29T14:07:26.366172Z digest=sha256:8e7f78a579e2b6a9f3c5307f34325e70f57e92b662b758506a8da035fa8228da

Observation 12c41f46-12d5-4981-8986-ba6f27a00545 · outbound

This paper cites RouterArena: An Open Platform for Comprehensive Comparison of LLM Routers, 2025.

The Routing Plateau: Understanding and Breaking the Accuracy Limits of LLM Routers RouterArena: An Open Platform for Comprehensive Comparison of LLM Routers, 2025

Reference 39

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source=pdf_text observed=2026-06-29T14:07:26.366172Z digest=sha256:3946d18909c004ebfe7bb12d2ce9fd094697b84b0365bea24573b64dc92894f3

Observation afddf47b-af1d-4c04-ab59-9d127d4d1d1a · outbound

This paper cites A Diverse Corpus for Evaluating and Developing English Math Word Problem Solvers.

The Routing Plateau: Understanding and Breaking the Accuracy Limits of LLM Routers A Diverse Corpus for Evaluating and Developing English Math Word Problem Solvers

Reference 40

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source=pdf_text observed=2026-06-29T14:07:26.366172Z digest=sha256:bce109822a36bf7edd6dcb94ef7aa7a23fa4090c25955971dfcd5ab16b46e47b

Observation 688008fe-3873-4b67-b53b-bebed50e0615 · outbound

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

The Routing Plateau: Understanding and Breaking the Accuracy Limits of LLM Routers Can a Suit of Armor Conduct Electricity? A New Dataset for Open Book Question Answering

Reference 41

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source=pdf_text observed=2026-06-29T14:07:26.366172Z digest=sha256:d49826fbcb8b4f2bc9f4f9b3438a3c80d7ff0395813c1e489041751984807508

Observation b6458f8d-e6cf-4305-b008-dff9e5ac8430 · outbound

This paper cites RoRF: Routing on Random Forests.

The Routing Plateau: Understanding and Breaking the Accuracy Limits of LLM Routers RoRF: Routing on Random Forests

Reference 42

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source=pdf_text observed=2026-06-29T14:07:26.366172Z digest=sha256:ff88d57cafefe247fe0d0cf9c21420e8f2963a6947e16a42f8574664cc274479

Observation 26c12919-9bae-43b9-8752-694eaf5a02af · outbound

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

The Routing Plateau: Understanding and Breaking the Accuracy Limits of LLM Routers RouteLLM: Learning to Route LLMs with Preference Data

Reference 43

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local_arxiv, observed 2026-06-29T14:13:30.273476Z

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

source=pdf_text observed=2026-06-29T14:07:26.366172Z digest=sha256:37447b1698a4b92101747a4b74193376ca1bf2c16d27993ce7234dd94fde8f38

Observation 0a76bf5c-9a70-44d2-9a0b-806533217770 · outbound

This paper cites MedMCQA: A Large-scale Multi-Subject Multi-Choice Dataset for Medical domain Question Answering.

The Routing Plateau: Understanding and Breaking the Accuracy Limits of LLM Routers MedMCQA: A Large-scale Multi-Subject Multi-Choice Dataset for Medical domain Question Answering

Reference 44

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source=pdf_text observed=2026-06-29T14:07:26.366172Z digest=sha256:a011b301a8a3a3252748a13c8458f6ff53f0c619e298a1276b5b33321eace80a

Observation 2eb23275-0b7a-4f15-96bb-efc274c9d6af · outbound

This paper cites Are NLP Models really able to Solve Simple Math Word Problems? InNAACL-HLT, 2021.

The Routing Plateau: Understanding and Breaking the Accuracy Limits of LLM Routers Are NLP Models really able to Solve Simple Math Word Problems? InNAACL-HLT, 2021

Reference 45

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source=pdf_text observed=2026-06-29T14:07:26.366172Z digest=sha256:dd4531994bd848628fc1d49f6cf2d06457a96335989b15420f4ad9bc967195b3

Observation db3d2b9e-5082-45fb-9672-68841906103c · outbound

This paper cites Qwen2.5 Technical Report.

The Routing Plateau: Understanding and Breaking the Accuracy Limits of LLM Routers Qwen2.5 Technical Report

Reference 46

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local_arxiv, observed 2026-06-29T14:13:30.196232Z

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

source=pdf_text observed=2026-06-29T14:07:26.366172Z digest=sha256:15af77a329629ec1a2c37013a2bbe0749c3821f9029809d1ae0ecd7bd05c10eb

Observation b1100987-9f95-498f-bce6-e0751625cd44 · outbound

This paper cites SQuAD: 100,000+ Questions for Machine Comprehension of Text.

The Routing Plateau: Understanding and Breaking the Accuracy Limits of LLM Routers SQuAD: 100,000+ Questions for Machine Comprehension of Text

Reference 47

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source=pdf_text observed=2026-06-29T14:07:26.366172Z digest=sha256:cfd0f4ad1564933e62089b68c43e8b906743e952f92135adcb6abad21ce0ae00

Observation 93904bf0-90a8-45e1-ae76-abf274fe4a3b · outbound

This paper cites CoQA: A Conversational Question Answering Challenge.

The Routing Plateau: Understanding and Breaking the Accuracy Limits of LLM Routers CoQA: A Conversational Question Answering Challenge

Reference 48

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source=pdf_text observed=2026-06-29T14:07:26.366172Z digest=sha256:2bbe693d54228b8ecec2dfe7b9f7ab10b5d044ab20f34f12e3befbdfc7e0b14e

Observation 7ec4ea98-1340-4302-ab58-d3244c7b7fe9 · outbound

This paper cites GPQA: A Graduate-Level Google-Proof Q&A Benchmark.

The Routing Plateau: Understanding and Breaking the Accuracy Limits of LLM Routers GPQA: A Graduate-Level Google-Proof Q&A Benchmark

Reference 49

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local_arxiv, observed 2026-06-29T14:13:30.171851Z

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

source=pdf_text observed=2026-06-29T14:07:26.366172Z digest=sha256:d63e670986edd175d3c2e13a57a06193783e2f4248c030f110881d602b2c336e

Observation 913ac12e-f0f0-4e18-937f-32c90b9a8120 · outbound

This paper cites Quizbowl: The Case for Incremental Question Answering.

The Routing Plateau: Understanding and Breaking the Accuracy Limits of LLM Routers Quizbowl: The Case for Incremental Question Answering

Reference 50

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arxiv_id, observed 2026-06-29T14:13:30.204935Z

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

source=pdf_text observed=2026-06-29T14:07:26.366172Z digest=sha256:69916d6a07189587f80936c929e3e34d47d1a52f7d5bdefad3006bc0b06b3bb6

Observation cac69928-e0e4-4e28-8e74-95961d3e3f03 · outbound

This paper cites WinoGrande: An Adversarial Winograd Schema Challenge at Scale.

The Routing Plateau: Understanding and Breaking the Accuracy Limits of LLM Routers WinoGrande: An Adversarial Winograd Schema Challenge at Scale

Reference 51

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source=pdf_text observed=2026-06-29T14:07:26.366172Z digest=sha256:60c76aca503425869a5f5c714c6d9566b0075a41ea8baa8f45f656f8f4573072

Observation 04dd4165-6670-42db-97f0-f77e1ce300e7 · outbound

This paper cites Tal Shnitzer, Anthony Ou, M ´ırian Silva, Kate Soule, Yuekai Sun, Justin Solomon, Neil Thompson, and Mikhail Yurochkin.

The Routing Plateau: Understanding and Breaking the Accuracy Limits of LLM Routers Tal Shnitzer, Anthony Ou, M ´ırian Silva, Kate Soule, Yuekai Sun, Justin Solomon, Neil Thompson, and Mikhail Yurochkin

Reference 52

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arxiv_id, observed 2026-06-29T14:13:29.721864Z

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

source=pdf_text observed=2026-06-29T14:07:26.366172Z digest=sha256:078985c7da08752ae8b3a2297243f71d97369f482ba1d255c93d8747ce5cc1a9

Observation 16009a08-42b7-4f5a-8b9d-8253c409f6e4 · outbound

This paper cites Social IQa: Commonsense Reasoning about Social Interactions.

The Routing Plateau: Understanding and Breaking the Accuracy Limits of LLM Routers Social IQa: Commonsense Reasoning about Social Interactions

Reference 53

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source=pdf_text observed=2026-06-29T14:07:26.366172Z digest=sha256:1fefc4a0613d1719b7db31821f3bbc3ab6c821850e7947712da7173353030190

Observation e53b7678-4ce4-4866-8ca0-8f78c3754a00 · outbound

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

The Routing Plateau: Understanding and Breaking the Accuracy Limits of LLM Routers CARROT: A Cost Aware Rate Optimal Router

Reference 54

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arxiv_id, observed 2026-06-29T14:13:30.262769Z

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

source=pdf_text observed=2026-06-29T14:07:26.366172Z digest=sha256:80ecd33f22eecd687a12114d2907e43af61e6b071dc8885768b08e622204dc26

Observation 54609343-9930-44bb-a41e-a0eedc4dc435 · outbound

This paper cites MPNet: Masked and Permuted Pre-training for Language Understanding.

The Routing Plateau: Understanding and Breaking the Accuracy Limits of LLM Routers MPNet: Masked and Permuted Pre-training for Language Understanding

Reference 55

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arxiv_id, observed 2026-06-29T14:13:30.209353Z

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

source=pdf_text observed=2026-06-29T14:07:26.366172Z digest=sha256:be6b6587c7457340b638c600a42e1c990361b26564922bb9ab2aaf145b15308c

Observation b42f3718-98f4-45ef-8415-1a8488696276 · outbound

This paper cites IRT-Router: Effective and Interpretable Multi-LLM Routing via Item Response Theory.

The Routing Plateau: Understanding and Breaking the Accuracy Limits of LLM Routers IRT-Router: Effective and Interpretable Multi-LLM Routing via Item Response Theory

Reference 56

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arxiv_id, observed 2026-06-29T14:13:30.273089Z

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

source=pdf_text observed=2026-06-29T14:07:26.366172Z digest=sha256:79379731ccfc8ed2b90613401d15d0dc8480d3634cf7b9e88892a32fd8cd8977

Observation 257ffe8b-b265-4fe6-afd6-40031fd12b54 · outbound

This paper cites CP-Router: An Uncertainty-Aware Router Between LLM and LRM.

The Routing Plateau: Understanding and Breaking the Accuracy Limits of LLM Routers CP-Router: An Uncertainty-Aware Router Between LLM and LRM

Reference 57

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arxiv_id, observed 2026-06-29T14:13:30.252263Z

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

source=pdf_text observed=2026-06-29T14:07:26.366172Z digest=sha256:2629e5fab35d82b53df7bf1145d54e8f02ef1c2119b310b36d97a51e0eea304f

Observation 1077ce72-1777-4656-b8b9-50e98b5669eb · outbound

This paper cites CommonsenseQA: A Question Answering Challenge Targeting Commonsense Knowledge.

The Routing Plateau: Understanding and Breaking the Accuracy Limits of LLM Routers CommonsenseQA: A Question Answering Challenge Targeting Commonsense Knowledge

Reference 58

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source=pdf_text observed=2026-06-29T14:07:26.366172Z digest=sha256:9b75e39692bd155576ad463d4d73649ebcf65c5491a4ac67ca1f5965118560ba

Observation a955ef59-db4f-455e-b899-a62e8e8421e6 · outbound

This paper cites NewsQA: A Machine Comprehension Dataset.

The Routing Plateau: Understanding and Breaking the Accuracy Limits of LLM Routers NewsQA: A Machine Comprehension Dataset

Reference 59

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source=pdf_text observed=2026-06-29T14:07:26.366172Z digest=sha256:f827e1ddb37b70ec3eb65e49207c7fafc18ca5f60fa5e03aa19e9058d5fb77e8

Observation 83445fae-00b8-4716-91e8-9fadffdbd565 · outbound

This paper cites An overview of the BIOASQ large-scale biomedical semantic indexing and question answering competition.BMC Bioinformatics, 16(138), 2015.

The Routing Plateau: Understanding and Breaking the Accuracy Limits of LLM Routers An overview of the BIOASQ large-scale biomedical semantic indexing and question answering competition.BMC Bioinformatics, 16(138), 2015

Reference 60

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source=pdf_text observed=2026-06-29T14:07:26.366172Z digest=sha256:8b3ed1d96be5d0b52516f1a9495446bb662469e191cb55272a5a737039273270

Observation 49a75f63-a2ee-4e3c-8665-9c888992bc5f · outbound

This paper cites SuperGLUE: A Stickier Benchmark for General-Purpose Language Understanding Systems.

The Routing Plateau: Understanding and Breaking the Accuracy Limits of LLM Routers SuperGLUE: A Stickier Benchmark for General-Purpose Language Understanding Systems

Reference 61

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source=pdf_text observed=2026-06-29T14:07:26.366172Z digest=sha256:4a8819b5e873ecda7bc168f3f5042b9d947edc11660b354e572b4a094d1a2427

Observation ed3e338e-7fc4-4cdd-96eb-c4fb57e5fe55 · outbound

This paper cites MiniLM: Deep Self-Attention Distillation for Task-Agnostic Compression of Pre-Trained Transformers.

The Routing Plateau: Understanding and Breaking the Accuracy Limits of LLM Routers MiniLM: Deep Self-Attention Distillation for Task-Agnostic Compression of Pre-Trained Transformers

Reference 62

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arxiv_id, observed 2026-06-29T14:13:30.276235Z

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

source=pdf_text observed=2026-06-29T14:07:26.366172Z digest=sha256:0245c4fed30a522a48042e43aa646750558583b3cef8a7c6d24f581464fa778f

Observation e69f046e-df83-451e-9bfa-37776fe2ac3d · outbound

This paper cites MMLU-Pro: A More Robust and Challenging Multi-Task Language Understanding Benchmark.

The Routing Plateau: Understanding and Breaking the Accuracy Limits of LLM Routers MMLU-Pro: A More Robust and Challenging Multi-Task Language Understanding Benchmark

Reference 63

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local_arxiv, observed 2026-06-29T14:13:30.249801Z

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

source=pdf_text observed=2026-06-29T14:07:26.366172Z digest=sha256:8592fd476893c2c20c85bbf53c5e00eb09b5bc9311da15034056043c64ecff10

Observation c1d9e5b4-1dc6-4061-9143-5f8826e44a8f · outbound

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

The Routing Plateau: Understanding and Breaking the Accuracy Limits of LLM Routers Smarter, Better, Faster, Longer: A Modern Bidirectional Encoder for Fast, Memory Efficient, and Long Context Finetuning and Inference

Reference 64

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local_arxiv, observed 2026-06-29T14:13:30.265209Z

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=2026-06-29T14:07:26.366172Z digest=sha256:03bfd070c782a5df48c39ee9c885a4d1ee064f295a7f61f84354a32a0c0519eb

Observation 15e0808b-53b3-46ce-bd11-ea652af91abb · outbound

This paper cites Crowdsourcing Multiple Choice Science Questions.

The Routing Plateau: Understanding and Breaking the Accuracy Limits of LLM Routers Crowdsourcing Multiple Choice Science Questions

Reference 65

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source=pdf_text observed=2026-06-29T14:07:26.366172Z digest=sha256:84db4bba671783b4dc82ec0c24362c9a97a2cb94e1b7518e4ff9a3bafa1d54de

Observation 7e68b78e-a5a1-4f9b-859d-decc72946d88 · outbound

This paper cites Constructing Datasets for Multi-hop Reading Com- prehension Across Documents.Transactions of the Association for Computational Linguistics, 6:287–302, 2018.

The Routing Plateau: Understanding and Breaking the Accuracy Limits of LLM Routers Constructing Datasets for Multi-hop Reading Com- prehension Across Documents.Transactions of the Association for Computational Linguistics, 6:287–302, 2018

Reference 66

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source=pdf_text observed=2026-06-29T14:07:26.366172Z digest=sha256:55db7107085c6898cba87b41e1db25cbc8bb735a56e0ec63eb807f2f85bfbad5

Observation 7a085818-004a-4d79-95a0-a2ed8507b51d · outbound

This paper cites MESS+: Dynamically Learned Inference-Time LLM Routing in Model Zoos with Service Level Guarantees, 2025.

The Routing Plateau: Understanding and Breaking the Accuracy Limits of LLM Routers MESS+: Dynamically Learned Inference-Time LLM Routing in Model Zoos with Service Level Guarantees, 2025

Reference 67

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arxiv_id, observed 2026-06-29T14:13:30.238641Z

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

source=pdf_text observed=2026-06-29T14:07:26.366172Z digest=sha256:9e02d160137ed48fad1356c6d09b02103beb51c90d035436345b08a1c135b3ce

Observation a93e5ae6-e1f7-483e-9024-51447e5c26c0 · outbound

This paper cites Generalized Correctness Mod- els: Learning Calibrated and Model-Agnostic Correctness Predictors from Historical Patterns.arXiv preprint arXiv:2509.24988, 2025.

The Routing Plateau: Understanding and Breaking the Accuracy Limits of LLM Routers Generalized Correctness Mod- els: Learning Calibrated and Model-Agnostic Correctness Predictors from Historical Patterns.arXiv preprint arXiv:2509.24988, 2025

Reference 68

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arxiv_id, observed 2026-06-29T14:13:30.233280Z

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

source=pdf_text observed=2026-06-29T14:07:26.366172Z digest=sha256:551a2b0c2753636e1bc861a2d65a9ce92ba5f672a9ca1f72662b088c9db454ff

Observation fc7f61f0-52f2-460c-a52e-4f968388539c · outbound

This paper cites C-Pack: Packed Resources For General Chinese Embeddings.

The Routing Plateau: Understanding and Breaking the Accuracy Limits of LLM Routers C-Pack: Packed Resources For General Chinese Embeddings

Reference 69

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local_arxiv, observed 2026-06-29T14:13:30.229110Z

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=2026-06-29T14:07:26.366172Z digest=sha256:9720c7b27c795d1505d17c267bbeeb762d03e0a8f21e5e78d28ce359023600c6

Observation b1afff3f-efb8-486d-887d-385f6dc95d6d · outbound

This paper cites R2-Router: A New Paradigm for LLM Routing with Reasoning.

The Routing Plateau: Understanding and Breaking the Accuracy Limits of LLM Routers R2-Router: A New Paradigm for LLM Routing with Reasoning

Reference 70

Resolution
verified exact
local_arxiv, observed 2026-06-29T14:13:30.254463Z

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=2026-06-29T14:07:26.366172Z digest=sha256:b7e9c5ec6cfdef9a36479b1f889c1f56e7980e7b0a03675bb0c23e2543031167

Observation b7b4e64a-9d4c-4572-8be6-8570a2cce60f · outbound

This paper cites HotpotQA: A Dataset for Diverse, Explainable Multi-hop Question Answering.

The Routing Plateau: Understanding and Breaking the Accuracy Limits of LLM Routers HotpotQA: A Dataset for Diverse, Explainable Multi-hop Question Answering

Reference 71

Resolution
unresolved
no resolver link, observed 2026-06-29T14:07:26.366172Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T14:07:26.366172Z digest=sha256:5c6f90d79b24a343936ef91c0804a79026951f9a1ed81bdd2cbe0a176d4326be

Observation 560ed229-ff9a-4b83-a041-b5263e25a6cb · outbound

This paper cites ChatMusician: Understanding and Generating Music Intrinsically with LLM.

The Routing Plateau: Understanding and Breaking the Accuracy Limits of LLM Routers ChatMusician: Understanding and Generating Music Intrinsically with LLM

Reference 72

Resolution
metadata mismatch
arxiv_id, observed 2026-06-29T14:13:30.230041Z

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=2026-06-29T14:07:26.366172Z digest=sha256:07535ac182c5a52f890a4acbdcc52a23d6ea34c090bdbfdf0d5f89a0c4bb508c

Observation 488cfc25-8acf-46a9-97cb-c83c659de9ed · outbound

This paper cites HellaSwag: Can a Machine Really Finish Your Sentence? InACL, 2019.

The Routing Plateau: Understanding and Breaking the Accuracy Limits of LLM Routers HellaSwag: Can a Machine Really Finish Your Sentence? InACL, 2019

Reference 73

Resolution
unresolved
no resolver link, observed 2026-06-29T14:07:26.366172Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T14:07:26.366172Z digest=sha256:09e523e2d2683cda5082e1ab27b9e4bcf7d0cbd9e63de07f0916363a54d90ef1

Observation 685f22c0-987f-47a1-9ef1-1b892e40e75e · outbound

This paper cites Model Spider: Learning to Rank Pre-Trained Models Efficiently.

The Routing Plateau: Understanding and Breaking the Accuracy Limits of LLM Routers Model Spider: Learning to Rank Pre-Trained Models Efficiently

Reference 74

Resolution
verified exact
arxiv_id, observed 2026-06-29T14:13:30.259847Z

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=2026-06-29T14:07:26.366172Z digest=sha256:8eb21c7ca93a42a3d3a8fa4e9e874567cd0f1bad8c0629534bc054aace7764f9

Observation d90778bb-b16c-41c4-859e-b9a81fb32b42 · outbound

This paper cites Beyond GPT-5: Making LLMs Cheaper and Better via Performance-Efficiency Optimized Routing.

The Routing Plateau: Understanding and Breaking the Accuracy Limits of LLM Routers Beyond GPT-5: Making LLMs Cheaper and Better via Performance-Efficiency Optimized Routing

Reference 75

Resolution
verified exact
arxiv_id, observed 2026-06-29T14:13:29.727029Z

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=2026-06-29T14:07:26.366172Z digest=sha256:2d4c16279b60c6786b900d1fda2923e87fb1a6784da533cbacdab2fe149ef7c9

Observation bf05cd40-785e-499c-b7ac-4f3910396cad · outbound

This paper cites Morley Mao.

The Routing Plateau: Understanding and Breaking the Accuracy Limits of LLM Routers Morley Mao

Reference 76

Resolution
unresolved
no resolver link, observed 2026-06-29T14:07:26.366172Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T14:07:26.366172Z digest=sha256:fcabdf01802c1c517a76eda1e67621e9db0dc59d49f7b04a0e38e0f3c3786c95

Observation 55a21d27-9c78-472a-b511-5d2e450548c3 · outbound

This paper cites Eagle: Efficient Training-Free Router for Multi-LLM Inference.

The Routing Plateau: Understanding and Breaking the Accuracy Limits of LLM Routers Eagle: Efficient Training-Free Router for Multi-LLM Inference

Reference 77

Resolution
verified exact
arxiv_id, observed 2026-06-29T14:13:30.221426Z

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=2026-06-29T14:07:26.366172Z digest=sha256:d958a2afd72d02cacfdb6d33578680eda7f83b1cf730c6f4f2ddad3d1c8c9751

Observation d7b4e1c7-7b37-4f6e-a591-44062b7d947d · outbound

This paper cites When does Pretraining Help? Assessing Self-Supervised Learning for Law and the CaseHOLD Dataset.

The Routing Plateau: Understanding and Breaking the Accuracy Limits of LLM Routers When does Pretraining Help? Assessing Self-Supervised Learning for Law and the CaseHOLD Dataset

Reference 78

Resolution
unresolved
no resolver link, observed 2026-06-29T14:07:26.366172Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T14:07:26.366172Z digest=sha256:e7aeb00429138f79204a4dd66b14173ee15a4c9d0f649359ec631fbd920d4b26

Observation a23a1af6-d019-4ad3-a5ed-41e18f5a409f · outbound

This paper cites AGIEval: A Human-Centric Benchmark for Evaluating Foundation Models.

The Routing Plateau: Understanding and Breaking the Accuracy Limits of LLM Routers AGIEval: A Human-Centric Benchmark for Evaluating Foundation Models

Reference 79

Resolution
verified exact
local_arxiv, observed 2026-06-29T14:13:30.266780Z

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=2026-06-29T14:07:26.366172Z digest=sha256:117c553ca8324b706dc72905703dca42ce638ed77e323a292d6929d56fa6feda

Observation 99bbab37-86fe-4e6b-87f4-b5034dade3ae · outbound

This paper cites correctness.

The Routing Plateau: Understanding and Breaking the Accuracy Limits of LLM Routers correctness

Reference 80

Resolution
verified exact
arxiv_id, observed 2026-06-29T14:13:30.216000Z

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=2026-06-29T14:07:26.366172Z digest=sha256:cd506d1ffad818afaee358b538c2d099b4301537c6a1eb133f39a4777d99633c

Pith citing papers

No inbound Pith citation observations are available.