Paper Citation Record · LEDGER

When is Routing Meaningful? Diversity and Robustness in Language Model Societies

As of 15 August 2026, this Paper Citation Record lists 50 of 50 outbound references and 0 inbound Pith citation observations for arXiv:2607.09197.

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

pith.paper-citation-record.v1
2607.09197 v1

Coverage vector

measured 50 of 50 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-07-13T04:46:36.726457Z

measured 50 of 50 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+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

50 of 50 outbound references displayed

verified exact0
verified fuzzy0
unresolved50
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation c3e72c39-1935-4fdc-a825-139523842df6 · outbound

This paper cites Autonomous robots , volume=.

When is Routing Meaningful? Diversity and Robustness in Language Model Societies Autonomous robots , volume=

Reference 1

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Observation 0e65ed3f-f2ec-4ad8-a830-5fb567cd9390 · outbound

This paper cites Autonomous Agents and Multi-Agent Systems , volume=.

When is Routing Meaningful? Diversity and Robustness in Language Model Societies Autonomous Agents and Multi-Agent Systems , volume=

Reference 2

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Observation b129c4e0-2bab-4294-8e9d-d53de75f5887 · outbound

This paper cites Influence-Based Multi-Agent Exploration.

When is Routing Meaningful? Diversity and Robustness in Language Model Societies Influence-Based Multi-Agent Exploration

Reference 3

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Observation 5e24f4be-2e09-4302-b1d4-7cbc0ff3e9e8 · outbound

This paper cites International Conference on Machine Learning , pages=.

When is Routing Meaningful? Diversity and Robustness in Language Model Societies International Conference on Machine Learning , pages=

Reference 4

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Observation a408c491-35a1-45ce-97e4-7ae4df8568e5 · outbound

This paper cites Advances in Neural Information Processing Systems , volume=.

When is Routing Meaningful? Diversity and Robustness in Language Model Societies Advances in Neural Information Processing Systems , volume=

Reference 5

Resolution: unresolved; no resolver link, observed 2026-07-13T04:46:36.726457Z

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Observation 76a13776-1376-44c8-b2ed-b1276cec5e07 · outbound

This paper cites International conference on machine learning , pages=.

When is Routing Meaningful? Diversity and Robustness in Language Model Societies International conference on machine learning , pages=

Reference 6

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Observation 490190b2-2ad6-4131-bfcd-32c895a669eb · outbound

This paper cites , author=.

When is Routing Meaningful? Diversity and Robustness in Language Model Societies , author=

Reference 7

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Observation cc596133-3025-4482-82f3-beb0071ab632 · outbound

This paper cites Journal of Machine Learning Research , volume=.

When is Routing Meaningful? Diversity and Robustness in Language Model Societies Journal of Machine Learning Research , volume=

Reference 8

Resolution: unresolved; no resolver link, observed 2026-07-13T04:46:36.726457Z

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Observation caa7bf07-9a52-4eec-86b7-fca3147c1eb8 · outbound

This paper cites Journal of applied ecology , volume=.

When is Routing Meaningful? Diversity and Robustness in Language Model Societies Journal of applied ecology , volume=

Reference 9

Resolution: unresolved; no resolver link, observed 2026-07-13T04:46:36.726457Z

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Observation 3875ee30-c338-45bc-9935-371a28478f2a · outbound

This paper cites Biological Reviews , volume=.

When is Routing Meaningful? Diversity and Robustness in Language Model Societies Biological Reviews , volume=

Reference 10

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Observation af6bc9da-eab2-4a3f-9d83-5a329be5a1d1 · outbound

This paper cites Nature Machine Intelligence , volume=.

When is Routing Meaningful? Diversity and Robustness in Language Model Societies Nature Machine Intelligence , volume=

Reference 11

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Observation 35e1d95e-e058-4c02-811b-3403167dfe00 · outbound

This paper cites ACM Transactions on Autonomous and Adaptive Systems (TAAS) , volume=.

When is Routing Meaningful? Diversity and Robustness in Language Model Societies ACM Transactions on Autonomous and Adaptive Systems (TAAS) , volume=

Reference 12

Resolution: unresolved; no resolver link, observed 2026-07-13T04:46:36.726457Z

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Observation 6f8a2727-1747-4424-b60d-6a1f888d7c06 · outbound

This paper cites Intelligent complex adaptive systems , pages=.

When is Routing Meaningful? Diversity and Robustness in Language Model Societies Intelligent complex adaptive systems , pages=

Reference 13

Resolution: unresolved; no resolver link, observed 2026-07-13T04:46:36.726457Z

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Observation db7b5981-caab-49dc-9ec4-8b9c4ccdc9ed · outbound

This paper cites Evaluating Large Language Models Trained on Code.

When is Routing Meaningful? Diversity and Robustness in Language Model Societies Evaluating Large Language Models Trained on Code

Reference 14

Resolution: unresolved; no resolver link, observed 2026-07-13T04:46:36.726457Z

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Observation 603d0392-4c1f-4b4e-a1fb-e63f9f3f0992 · outbound

This paper cites Program Synthesis with Large Language Models.

When is Routing Meaningful? Diversity and Robustness in Language Model Societies Program Synthesis with Large Language Models

Reference 15

Resolution: unresolved; no resolver link, observed 2026-07-13T04:46:36.726457Z

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Observation a9a79dc9-b399-4b7b-8173-ff67a998e958 · outbound

This paper cites and Zettlemoyer, Luke , booktitle=.

When is Routing Meaningful? Diversity and Robustness in Language Model Societies and Zettlemoyer, Luke , booktitle=

Reference 16

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Observation c71486e9-2c96-4418-aaa8-243ce416a8f8 · outbound

This paper cites Transactions of the Association of Computational Linguistics , volume=.

When is Routing Meaningful? Diversity and Robustness in Language Model Societies Transactions of the Association of Computational Linguistics , volume=

Reference 17

Resolution: unresolved; no resolver link, observed 2026-07-13T04:46:36.726457Z

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Observation 95faeb6e-06ef-4fd3-81dd-9e27b8b2700a · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

When is Routing Meaningful? Diversity and Robustness in Language Model Societies Training Verifiers to Solve Math Word Problems

Reference 18

Resolution: unresolved; no resolver link, observed 2026-07-13T04:46:36.726457Z

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Observation 71f5f22f-1e5b-4162-ad9a-bc77a8c6c224 · outbound

This paper cites Advances in Neural Information Processing Systems (NeurIPS) , volume=.

When is Routing Meaningful? Diversity and Robustness in Language Model Societies Advances in Neural Information Processing Systems (NeurIPS) , volume=

Reference 19

Resolution: unresolved; no resolver link, observed 2026-07-13T04:46:36.726457Z

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Observation 099d2171-2c58-4bfe-944c-5228002120d7 · outbound

This paper cites Transactions on Machine Learning Research , year =.

When is Routing Meaningful? Diversity and Robustness in Language Model Societies Transactions on Machine Learning Research , year =

Reference 20

Resolution: unresolved; no resolver link, observed 2026-07-13T04:46:36.726457Z

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Observation 329b2339-a072-47a3-95cd-7a7ae76a9572 · outbound

This paper cites ICML 2024 Workshop on Agentic Markets , year =.

When is Routing Meaningful? Diversity and Robustness in Language Model Societies ICML 2024 Workshop on Agentic Markets , year =

Reference 21

Resolution: unresolved; no resolver link, observed 2026-07-13T04:46:36.726457Z

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Observation 59105e9f-3c1d-4c74-ae91-5a1bee48dc0d · outbound

This paper cites Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) , month = jul, year =.

When is Routing Meaningful? Diversity and Robustness in Language Model Societies Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) , month = jul, year =

Reference 22

Resolution: unresolved; no resolver link, observed 2026-07-13T04:46:36.726457Z

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Observation 074a4391-0104-48a2-a292-5281107994e1 · outbound

This paper cites Gonzalez and M.

When is Routing Meaningful? Diversity and Robustness in Language Model Societies Gonzalez and M

Reference 23

Resolution: unresolved; no resolver link, observed 2026-07-13T04:46:36.726457Z

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Observation 9f6a950b-d77a-4473-8400-c69f536f03ac · outbound

This paper cites 2023 , url =.

When is Routing Meaningful? Diversity and Robustness in Language Model Societies 2023 , url =

Reference 24

Resolution: unresolved; no resolver link, observed 2026-07-13T04:46:36.726457Z

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Observation 886322cf-41d2-4c6e-a83d-4cc2901ff86c · outbound

This paper cites International Conference on Learning Representations (ICLR) , year =.

When is Routing Meaningful? Diversity and Robustness in Language Model Societies International Conference on Learning Representations (ICLR) , year =

Reference 25

Resolution: unresolved; no resolver link, observed 2026-07-13T04:46:36.726457Z

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Observation f6857ddf-bf5f-421c-8508-63ddeaf9f179 · outbound

This paper cites and Burger, Doug and Wang, Chi , booktitle =.

When is Routing Meaningful? Diversity and Robustness in Language Model Societies and Burger, Doug and Wang, Chi , booktitle =

Reference 26

Resolution: unresolved; no resolver link, observed 2026-07-13T04:46:36.726457Z

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Observation 3f7d69ae-0e54-4e85-8b8e-33f75ac66099 · outbound

This paper cites The Twelfth International Conference on Learning Representations , year =.

When is Routing Meaningful? Diversity and Robustness in Language Model Societies The Twelfth International Conference on Learning Representations , year =

Reference 27

Resolution: unresolved; no resolver link, observed 2026-07-13T04:46:36.726457Z

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Observation 23cf7087-999d-453a-8e0f-8fb4141a6ef8 · outbound

This paper cites 2023 , url =.

When is Routing Meaningful? Diversity and Robustness in Language Model Societies 2023 , url =

Reference 28

Resolution: unresolved; no resolver link, observed 2026-07-13T04:46:36.726457Z

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Observation 4b2cd034-67c7-4285-96b6-ace474535ff2 · outbound

This paper cites 2023 , eprint =.

When is Routing Meaningful? Diversity and Robustness in Language Model Societies 2023 , eprint =

Reference 29

Resolution: unresolved; no resolver link, observed 2026-07-13T04:46:36.726457Z

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Observation c531ff16-42b9-403f-88b3-d99039e0d03d · outbound

This paper cites Neural Network Ensembles, Cross Validation, and Active Learning , url =.

When is Routing Meaningful? Diversity and Robustness in Language Model Societies Neural Network Ensembles, Cross Validation, and Active Learning , url =

Reference 30

Resolution: unresolved; no resolver link, observed 2026-07-13T04:46:36.726457Z

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Observation 31c5d2ef-fc0a-4ba2-9cff-8e941da3ee2f · outbound

This paper cites Illuminating search spaces by mapping elites.

When is Routing Meaningful? Diversity and Robustness in Language Model Societies Illuminating search spaces by mapping elites

Reference 31

Resolution: unresolved; no resolver link, observed 2026-07-13T04:46:36.726457Z

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Observation b03d838a-ff70-467b-8ffd-354c8bb76f56 · outbound

This paper cites Quantifying Language Models' Sensitivity to Spurious Features in Prompt Design or: How.

When is Routing Meaningful? Diversity and Robustness in Language Model Societies Quantifying Language Models' Sensitivity to Spurious Features in Prompt Design or: How

Reference 32

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Observation 4a186c48-4949-4112-85dd-385148c8d177 · outbound

This paper cites Findings of the Association for Computational Linguistics: EACL 2024 , pages =.

When is Routing Meaningful? Diversity and Robustness in Language Model Societies Findings of the Association for Computational Linguistics: EACL 2024 , pages =

Reference 33

Resolution: unresolved; no resolver link, observed 2026-07-13T04:46:36.726457Z

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Observation ad0b1eb4-c267-46ca-9fd1-7cc4e5f15710 · outbound

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When is Routing Meaningful? Diversity and Robustness in Language Model Societies 2025 , url =

Reference 34

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Observation 36568a48-0a7d-4f04-9bdc-3c3b6dede045 · outbound

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When is Routing Meaningful? Diversity and Robustness in Language Model Societies The Bell system technical journal , volume=

Reference 35

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Observation cf09d88e-28f7-4654-8dc7-7559ce0052dd · outbound

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When is Routing Meaningful? Diversity and Robustness in Language Model Societies International Conference on Learning Representations , year =

Reference 36

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Observation f6e77b2d-996a-4de4-bdf0-a52b61d717c7 · outbound

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When is Routing Meaningful? Diversity and Robustness in Language Model Societies 2022 , url =

Reference 37

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Observation 737af01a-d3ab-49be-a9bf-9f523b188f4f · outbound

This paper cites 2019 , url =.

When is Routing Meaningful? Diversity and Robustness in Language Model Societies 2019 , url =

Reference 38

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Observation e1d58453-fb01-4230-b174-18d3cc833cf5 · outbound

This paper cites 2020 , url =.

When is Routing Meaningful? Diversity and Robustness in Language Model Societies 2020 , url =

Reference 39

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Observation 0ea07da9-2860-4b35-963c-26eedfbada1e · outbound

This paper cites 2022 , url =.

When is Routing Meaningful? Diversity and Robustness in Language Model Societies 2022 , url =

Reference 40

Resolution: unresolved; no resolver link, observed 2026-07-13T04:46:36.726457Z

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Observation 9466a9a0-9bb0-4113-b8e8-847618fef7e8 · outbound

This paper cites 2019 , doi =.

When is Routing Meaningful? Diversity and Robustness in Language Model Societies 2019 , doi =

Reference 41

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Observation 8d3c1c2d-1bd1-4518-9ab3-1f3c308d2af0 · outbound

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When is Routing Meaningful? Diversity and Robustness in Language Model Societies 2020 , url =

Reference 42

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Observation d3f16db8-3da2-46af-92e2-af2a80c4fd18 · outbound

This paper cites Bowman , booktitle =.

When is Routing Meaningful? Diversity and Robustness in Language Model Societies Bowman , booktitle =

Reference 43

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Observation 9322fe4b-4c38-4d90-b574-c3c7191d39f1 · outbound

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When is Routing Meaningful? Diversity and Robustness in Language Model Societies Proceedings of the 58th Annual Meeting of the Association for Computational Linguistics , pages =

Reference 44

Resolution: unresolved; no resolver link, observed 2026-07-13T04:46:36.726457Z

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Observation f832e655-4bed-4066-9604-8dc2470011e9 · outbound

This paper cites 2019 , url =.

When is Routing Meaningful? Diversity and Robustness in Language Model Societies 2019 , url =

Reference 45

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Observation 95e705c0-d91b-464a-862a-55a71a7331ab · outbound

This paper cites 2021 , url =.

When is Routing Meaningful? Diversity and Robustness in Language Model Societies 2021 , url =

Reference 46

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Observation d44aa1de-e4c8-49e0-98a2-35b098be5f01 · outbound

This paper cites Think You Have Solved Question Answering?.

When is Routing Meaningful? Diversity and Robustness in Language Model Societies Think You Have Solved Question Answering?

Reference 47

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Observation 1e5fc6c9-3200-41d5-aaab-3f4d90f24201 · outbound

This paper cites an unresolved cited work.

When is Routing Meaningful? Diversity and Robustness in Language Model Societies Unresolved cited work

Reference 48

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Observation b4aa9946-0aba-4140-a9f1-912012c3bfcd · outbound

This paper cites Gemini Embedding: Generalizable Embeddings from Gemini.

When is Routing Meaningful? Diversity and Robustness in Language Model Societies Gemini Embedding: Generalizable Embeddings from Gemini

Reference 49

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Observation b1608839-1ae9-4beb-a30c-91f0bda3b545 · outbound

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When is Routing Meaningful? Diversity and Robustness in Language Model Societies Mountain View, CA: Google , year=

Reference 50

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Pith citing papers

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