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Paper Citation Record · LEDGER

Beyond Tier Labels: Role- and Deployment-Dependent Model Substitution in Multi-Call LLM Workflows

As of 24 August 2026, this Paper Citation Record lists 43 of 43 outbound references and 0 inbound Pith citation observations for arXiv:2608.09155.

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

pith.paper-citation-record.v1
2608.09155 v1

Coverage vector

measured 43 of 43 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T22:33:34.044047Z

measured 43 of 43 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+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

43 of 43 outbound references displayed

  • verified exact7
  • verified fuzzy21
  • unresolved14
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation ac197617-1763-4d9b-8176-6f760ef10be1 · outbound

This paper cites Federate the router: Learning language model routers with sparse and decentralized evaluations.arXiv preprint arXiv:2601.22318, 2026.

Beyond Tier Labels: Role- and Deployment-Dependent Model Substitution in Multi-Call LLM Workflows Federate the router: Learning language model routers with sparse and decentralized evaluations.arXiv preprint arXiv:2601.22318, 2026

Reference 1

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verified exact
raw_fallback, observed 2026-08-11T22:33:34.742899Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-11T22:33:33.459759Z digest=sha256:d7f5871dbc896d3e66fd0946ec4a8b3d1f9b3d59960bace4eb15c51814b6f77d

Observation 1add7325-7945-4c6a-8292-c5b186054659 · outbound

This paper cites Frugalgpt: How to use large language models while reducing cost and improving performance.Transactions on Machine Learning Research, 2024.

Beyond Tier Labels: Role- and Deployment-Dependent Model Substitution in Multi-Call LLM Workflows Frugalgpt: How to use large language models while reducing cost and improving performance.Transactions on Machine Learning Research, 2024

Reference 2

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verified fuzzy
raw_fallback, observed 2026-08-11T22:33:35.338061Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-11T22:33:33.532955Z digest=sha256:d1d93dfaa7df10b4ef8daf67966b88a68de1d16355764e8bd3ef36365384c9ee

Observation 81a348da-ac5b-4c51-b921-aa1b0e96c758 · outbound

This paper cites Agentverse: Facilitating multi-agent collaboration and exploring emergent behaviors.

Beyond Tier Labels: Role- and Deployment-Dependent Model Substitution in Multi-Call LLM Workflows Agentverse: Facilitating multi-agent collaboration and exploring emergent behaviors

Reference 3

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verified fuzzy
raw_fallback, observed 2026-08-11T22:33:35.329681Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-11T22:33:33.536401Z digest=sha256:3eac2bb4d8833e8f59238782172b85cedd5e90bd42a6577ee5f64f45b17e41ca

Observation f86e588a-362f-4b73-844a-40767ac7d0ba · outbound

This paper cites Optima: Optimizing Effectiveness and Efficiency for LLM-Based Multi-Agent System.

Beyond Tier Labels: Role- and Deployment-Dependent Model Substitution in Multi-Call LLM Workflows Optima: Optimizing Effectiveness and Efficiency for LLM-Based Multi-Agent System

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-11T22:33:33.539717Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T22:33:33.539717Z digest=sha256:f1fe3fe6a49b32d41ffc480b1db5401553fda6fc2547d2501721a36dc73004c1

Observation 3f57c78b-816b-439c-81d8-f820adc69d61 · outbound

This paper cites A unified approach to routing and cascading for llms.

Beyond Tier Labels: Role- and Deployment-Dependent Model Substitution in Multi-Call LLM Workflows A unified approach to routing and cascading for llms

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T22:33:35.319679Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-11T22:33:33.542987Z digest=sha256:856252a3e6e5bcf558bcf29130749600f9ba2ed4e017fef6a13f7e2a685c4d3a

Observation 8de4d255-638f-4790-ad31-bcd5898cea43 · outbound

This paper cites Cascade-aware multi-agent routing: Spatio-temporal sidecars and geometry-switching.

Beyond Tier Labels: Role- and Deployment-Dependent Model Substitution in Multi-Call LLM Workflows Cascade-aware multi-agent routing: Spatio-temporal sidecars and geometry-switching

Reference 6

Resolution
verified exact
raw_fallback, observed 2026-08-11T22:33:34.674646Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-11T22:33:33.546465Z digest=sha256:018a3041a0d54735f0a6d4ab3a46fc895f9c39a99314272aa041a69225737aee

Observation 6ae37354-598f-41e1-9a36-6db7ef39acdd · outbound

This paper cites Pay for hints, not answers: LLM shepherding for cost-efficient inference.arXiv preprint arXiv:2601.22132, 2026.

Beyond Tier Labels: Role- and Deployment-Dependent Model Substitution in Multi-Call LLM Workflows Pay for hints, not answers: LLM shepherding for cost-efficient inference.arXiv preprint arXiv:2601.22132, 2026

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-11T22:33:33.550353Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T22:33:33.550353Z digest=sha256:d3a88ed5b5c4b588ea9bfd1f08618f363681e2ed5fb203da231f78800ae0e1f9

Observation 286a725c-a7b7-48f0-8a00-a6b0aacb835d · outbound

This paper cites Glam: Efficient scaling of language models with mixture-of-experts.

Beyond Tier Labels: Role- and Deployment-Dependent Model Substitution in Multi-Call LLM Workflows Glam: Efficient scaling of language models with mixture-of-experts

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T22:33:35.310626Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-11T22:33:33.552827Z digest=sha256:d72721059c18deea2b27860767fc014ba11c147ba57b5b4ad986a61bbf7076f6

Observation efcfe9d0-ae78-4aed-bfae-da9fcc280b1e · outbound

This paper cites Improving factuality and reasoning in language models through multiagent debate.

Beyond Tier Labels: Role- and Deployment-Dependent Model Substitution in Multi-Call LLM Workflows Improving factuality and reasoning in language models through multiagent debate

Reference 9

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verified fuzzy
raw_fallback, observed 2026-08-11T22:33:35.301157Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-11T22:33:33.555873Z digest=sha256:17bbf0f86c648bb45a32ab41159535a7f08a895006f49bb802e7d01c73e7a9d5

Observation daf2c92d-2d9d-4617-b4c1-edd2cb7b95d9 · outbound

This paper cites Switch transformers: Scaling to trillion parameter models with simple and efficient sparsity.Journal of Machine Learning Research, 23(120):1–39, 2022.

Beyond Tier Labels: Role- and Deployment-Dependent Model Substitution in Multi-Call LLM Workflows Switch transformers: Scaling to trillion parameter models with simple and efficient sparsity.Journal of Machine Learning Research, 23(120):1–39, 2022

Reference 10

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no resolver link, observed 2026-08-11T22:33:33.558341Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T22:33:33.558341Z digest=sha256:634f574a71855ca37f131c7deaf444da525b333e040c892eff0221adc83b88eb

Observation ba382b86-5414-4ed4-b9c3-87335b5530a9 · outbound

This paper cites GraphPlanner: Graph Memory-Augmented Agentic Routing for Multi-Agent LLMs.

Beyond Tier Labels: Role- and Deployment-Dependent Model Substitution in Multi-Call LLM Workflows GraphPlanner: Graph Memory-Augmented Agentic Routing for Multi-Agent LLMs

Reference 11

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verified exact
local_arxiv, observed 2026-08-11T22:33:34.546520Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-11T22:33:33.561595Z digest=sha256:9151960b9b09332a409a9665febb50860ec1659135f6a163dc7e7f5f337fe682

Observation ea0cf12a-bbbc-4cfc-a23d-699d0a24f2ae · outbound

This paper cites AgentScope: A Flexible yet Robust Multi-Agent Platform.

Beyond Tier Labels: Role- and Deployment-Dependent Model Substitution in Multi-Call LLM Workflows AgentScope: A Flexible yet Robust Multi-Agent Platform

Reference 12

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no resolver link, observed 2026-08-11T22:33:33.564549Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T22:33:33.564549Z digest=sha256:1f11ad262c5175855219d7d2a81ec5a4d6844e9e9ff416bcc16adc5f04681177

Observation feff5887-b145-47ec-a76a-2926a5f0b640 · outbound

This paper cites Metagpt: Meta programming for a multi-agent collaborative framework.

Beyond Tier Labels: Role- and Deployment-Dependent Model Substitution in Multi-Call LLM Workflows Metagpt: Meta programming for a multi-agent collaborative framework

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T22:33:35.175758Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-11T22:33:33.567821Z digest=sha256:47ce020ed3f4d82e4284cafd1a9a877033c0019b6e1e87c4232a2772d7dc7f74

Observation 5cb4cb0d-1909-4869-a4ad-a40560160234 · outbound

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

Beyond Tier Labels: Role- and Deployment-Dependent Model Substitution in Multi-Call LLM Workflows RouterBench: A Benchmark for Multi-LLM Routing System

Reference 14

Resolution
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no resolver link, observed 2026-08-11T22:33:33.570866Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T22:33:33.570866Z digest=sha256:f0e04a88e45ad07eeceff8a0403efe40805866edafe997e49b76a61daed94381

Observation 970e2d6c-fd26-43cd-bb5f-447937e157d3 · outbound

This paper cites Llm-blender: Ensembling large language models with pairwise ranking and generative fusion.

Beyond Tier Labels: Role- and Deployment-Dependent Model Substitution in Multi-Call LLM Workflows Llm-blender: Ensembling large language models with pairwise ranking and generative fusion

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T22:33:35.087358Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-11T22:33:33.573700Z digest=sha256:9de22d4914075ad4576cf2b4cc6722799f66b8d2a5852affaf0633e84dd7e8ca

Observation 2eeddfa1-c891-4985-b27c-21256be24f80 · outbound

This paper cites How Robust Are Router-LLMs? Analysis of the Fragility of LLM Routing Capabilities.

Beyond Tier Labels: Role- and Deployment-Dependent Model Substitution in Multi-Call LLM Workflows How Robust Are Router-LLMs? Analysis of the Fragility of LLM Routing Capabilities

Reference 16

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no resolver link, observed 2026-08-11T22:33:33.576740Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T22:33:33.576740Z digest=sha256:456752cf61379e1beb52e918a7292a5bf5e3aa40f83bdec7cc0fa85c3464b195

Observation cb2fc3af-932a-45f5-8f6f-07e05e41c633 · outbound

This paper cites Camel: Communicative agents for “mind” exploration of large scale language model society.Advances in Neural Information Processing Systems, 36, 2023.

Beyond Tier Labels: Role- and Deployment-Dependent Model Substitution in Multi-Call LLM Workflows Camel: Communicative agents for “mind” exploration of large scale language model society.Advances in Neural Information Processing Systems, 36, 2023

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T22:33:35.078993Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-11T22:33:33.580009Z digest=sha256:c3345b219b604e26b90b07b06d242aab220c7a0d418772240db9f7e841ee09c7

Observation d73c2637-bfeb-4c4c-bd79-2c62dde6ed2a · outbound

This paper cites More agents is all you need.Transactions on Machine Learning Research, 2024.

Beyond Tier Labels: Role- and Deployment-Dependent Model Substitution in Multi-Call LLM Workflows More agents is all you need.Transactions on Machine Learning Research, 2024

Reference 18

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verified fuzzy
raw_fallback, observed 2026-08-11T22:33:35.070048Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-11T22:33:33.582922Z digest=sha256:89e2ced7a9a4c375ff534291ba1fc077d5d0e7eb22ad513f551697c09ba4e576

Observation 9d5a8237-155d-4f44-a068-253750a01cd3 · outbound

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

Beyond Tier Labels: Role- and Deployment-Dependent Model Substitution in Multi-Call LLM Workflows Rethinking Predictive Modeling for LLM Routing: When Simple kNN Beats Complex Learned Routers

Reference 19

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no resolver link, observed 2026-08-11T22:33:33.585771Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T22:33:33.585771Z digest=sha256:b2331528f38db89bc5ed1bd7c46cd0dc61ccb354284e41d3384484bdf79874b3

Observation bac9d8cc-ccce-4041-b02c-3a6b5aee6d50 · outbound

This paper cites CASTER: Breaking the cost-performance barrier in multi-agent orchestration via context-aware strategy for task efficient routing.arXiv preprint arXiv:2601.19793, 2026.

Beyond Tier Labels: Role- and Deployment-Dependent Model Substitution in Multi-Call LLM Workflows CASTER: Breaking the cost-performance barrier in multi-agent orchestration via context-aware strategy for task efficient routing.arXiv preprint arXiv:2601.19793, 2026

Reference 20

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verified exact
raw_fallback, observed 2026-08-11T22:33:34.460346Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-11T22:33:33.589053Z digest=sha256:8f5b509bc97b1fdd08e7e34bc3ddd030fabf7dbe06af26cc16f93ae75424345f

Observation 0eefe847-f059-4f17-80cf-f13bf8617b66 · outbound

This paper cites A dynamic LLM-powered agent network for task-oriented agent collaboration.

Beyond Tier Labels: Role- and Deployment-Dependent Model Substitution in Multi-Call LLM Workflows A dynamic LLM-powered agent network for task-oriented agent collaboration

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T22:33:35.061483Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-11T22:33:33.591412Z digest=sha256:519fdcaf6d459e3067578f7b11ec1730016d7ecfefc8440530c3560cc0bc852a

Observation db10553d-9e73-4dcc-8774-e53f40425e70 · outbound

This paper cites Multi-agent ai systems need transparency.Nature Machine Intelligence, 8:1, 2026.

Beyond Tier Labels: Role- and Deployment-Dependent Model Substitution in Multi-Call LLM Workflows Multi-agent ai systems need transparency.Nature Machine Intelligence, 8:1, 2026

Reference 22

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verified fuzzy
raw_fallback, observed 2026-08-11T22:33:35.052595Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-11T22:33:33.594466Z digest=sha256:f80c46ea92fa460f255c5b2b527bdbd2c5757f5ac281b9ea269ab1b4f9d7a8c0

Observation 56182dc5-b108-4b8b-88bf-535a06c50b0c · outbound

This paper cites Routellm: Learning to route llms with preference data.

Beyond Tier Labels: Role- and Deployment-Dependent Model Substitution in Multi-Call LLM Workflows Routellm: Learning to route llms with preference data

Reference 23

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verified fuzzy
raw_fallback, observed 2026-08-11T22:33:35.044456Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-11T22:33:33.597272Z digest=sha256:59a2e5874f899d85d75b0f7d42c0efcce2815c528a193b9aeb215fb1a96f4b7c

Observation e62c98a5-3dde-4783-9372-51616ad23185 · outbound

This paper cites One Head, Many Models: Cross-Attention Routing for Cost-Aware LLM Selection.

Beyond Tier Labels: Role- and Deployment-Dependent Model Substitution in Multi-Call LLM Workflows One Head, Many Models: Cross-Attention Routing for Cost-Aware LLM Selection

Reference 24

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no resolver link, observed 2026-08-11T22:33:33.599867Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T22:33:33.599867Z digest=sha256:3efcce003202180f5a257e3b5c592e4fbb34d1a9dfbe1aa210a06224d9bb983e

Observation 716398dd-0cf4-43eb-bed2-5bc33f68cbb5 · outbound

This paper cites Chatdev: Communicative agents for software development.

Beyond Tier Labels: Role- and Deployment-Dependent Model Substitution in Multi-Call LLM Workflows Chatdev: Communicative agents for software development

Reference 25

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verified fuzzy
raw_fallback, observed 2026-08-11T22:33:35.036218Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-11T22:33:33.638277Z digest=sha256:2a19e067228e65cefe07c6d3235b597b07898e04ad7332d54997a7bd20cd64b0

Observation 28e2819a-31e1-4b27-b8e1-007592e99251 · outbound

This paper cites Scaling large language model-based multi-agent collaboration.

Beyond Tier Labels: Role- and Deployment-Dependent Model Substitution in Multi-Call LLM Workflows Scaling large language model-based multi-agent collaboration

Reference 26

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verified fuzzy
raw_fallback, observed 2026-08-11T22:33:35.027631Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-11T22:33:33.702162Z digest=sha256:711c11892b094c86cd62d43fc036a684c7fd404047b6f8f7c8e37b0ca8b5e46e

Observation fbb2a76e-7453-4fdd-82fa-ac977abd96cb · outbound

This paper cites Mixture-of-Depths: Dynamically allocating compute in transformer-based language models.

Beyond Tier Labels: Role- and Deployment-Dependent Model Substitution in Multi-Call LLM Workflows Mixture-of-Depths: Dynamically allocating compute in transformer-based language models

Reference 27

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no resolver link, observed 2026-08-11T22:33:33.760975Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T22:33:33.760975Z digest=sha256:18c10f08b67e577b59d1df129021ab219126b8f9f6677e40e9887507b0834710

Observation 967eedfc-2855-47e1-b679-f9a1c3b69150 · outbound

This paper cites Archon: An Architecture Search Framework for Inference-Time Techniques.

Beyond Tier Labels: Role- and Deployment-Dependent Model Substitution in Multi-Call LLM Workflows Archon: An Architecture Search Framework for Inference-Time Techniques

Reference 28

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unresolved
no resolver link, observed 2026-08-11T22:33:33.858312Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T22:33:33.858312Z digest=sha256:0a8100edd337f56affa417b5a28cbf318d850306fff2465d9f305e3923c92aa8

Observation 28863d41-eba4-4349-852b-d778a5f3cd9a · outbound

This paper cites Confident adaptive language modeling.

Beyond Tier Labels: Role- and Deployment-Dependent Model Substitution in Multi-Call LLM Workflows Confident adaptive language modeling

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T22:33:35.018445Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-11T22:33:33.917897Z digest=sha256:fe3aea60a1a15619b394bed079e7a175bb2b134496bde7e4f0ca8a212f5a564b

Observation 4906ec8a-60da-477a-874c-181bd4452ef8 · outbound

This paper cites C3PO: Optimized large language model cascades with probabilistic cost constraints for reasoning.

Beyond Tier Labels: Role- and Deployment-Dependent Model Substitution in Multi-Call LLM Workflows C3PO: Optimized large language model cascades with probabilistic cost constraints for reasoning

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T22:33:34.963830Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-11T22:33:33.951333Z digest=sha256:14aaa6c6a874d396636cfdd7712a139dfca7bc6d4aabffabea6f5ce7b327c26a

Observation f7598d24-a6a7-49c5-b9d9-ccd2ded19c86 · outbound

This paper cites Mixture-of-agents enhances large language model capabilities.

Beyond Tier Labels: Role- and Deployment-Dependent Model Substitution in Multi-Call LLM Workflows Mixture-of-agents enhances large language model capabilities

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T22:33:34.883033Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-11T22:33:33.987385Z digest=sha256:5a0914c3040ead20c1afd6d82b0e73cf3d9f22b674bd271d22636970c745fb06

Observation 3e19ff36-9905-4e8e-82fb-77d07f628acd · outbound

This paper cites Agentdropout: Dynamic agent elimination for token-efficient and high- performance llm-based multi-agent collaboration.

Beyond Tier Labels: Role- and Deployment-Dependent Model Substitution in Multi-Call LLM Workflows Agentdropout: Dynamic agent elimination for token-efficient and high- performance llm-based multi-agent collaboration

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T22:33:34.821813Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-11T22:33:34.000375Z digest=sha256:654bb9cd694b642b0c00cc8ad267264adb72ee505a58597e18546bb8441f89af

Observation 1ed15409-ac28-4a3f-8d8b-e30190441431 · outbound

This paper cites Webb, Suchol Mondal, and Ida Momennejad.

Beyond Tier Labels: Role- and Deployment-Dependent Model Substitution in Multi-Call LLM Workflows Webb, Suchol Mondal, and Ida Momennejad

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T22:33:34.779563Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-11T22:33:34.015323Z digest=sha256:38521785fb68548b3864392b8b126b3e7bfc5c4b0137eb1e5bf193cf4ee19e1d

Observation 84709f3d-7665-4b16-9515-905d13f5cac6 · outbound

This paper cites AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversation.

Beyond Tier Labels: Role- and Deployment-Dependent Model Substitution in Multi-Call LLM Workflows AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversation

Reference 34

Resolution
unresolved
no resolver link, observed 2026-08-11T22:33:34.017373Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T22:33:34.017373Z digest=sha256:c7fa3ab910e1931ac8160aa15b972bce81ed33f76a029f359fd0a5f2a1e9cdf5

Observation fde1ae0d-594c-4aed-b8b3-0ff7b72e9f93 · outbound

This paper cites Magic: Investigation of large language model powered multi-agent in cognition, adaptability, rationality and collaboration.

Beyond Tier Labels: Role- and Deployment-Dependent Model Substitution in Multi-Call LLM Workflows Magic: Investigation of large language model powered multi-agent in cognition, adaptability, rationality and collaboration

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T22:33:34.770698Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-11T22:33:34.020619Z digest=sha256:d906d7ccb488d6db1a6d1a2c0b0c42b17169798b846f5af013a8ea189d182928

Observation 7b1802aa-983e-45db-97c2-326200fb5129 · outbound

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

Beyond Tier Labels: Role- and Deployment-Dependent Model Substitution in Multi-Call LLM Workflows R2-Router: A New Paradigm for LLM Routing with Reasoning

Reference 36

Resolution
unresolved
no resolver link, observed 2026-08-11T22:33:34.023648Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T22:33:34.023648Z digest=sha256:a43b73634d97c1b0dfb1801ed77d5f439971b65619f8e5eab7b9abb9eca2c375

Observation b533536f-594c-40c7-bf4a-0d490fea508a · outbound

This paper cites Bamas: Structuring budget-aware multi-agent systems.

Beyond Tier Labels: Role- and Deployment-Dependent Model Substitution in Multi-Call LLM Workflows Bamas: Structuring budget-aware multi-agent systems

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T22:33:34.761962Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-11T22:33:34.027772Z digest=sha256:c53b236d435ea6d1e3b46ddea4e7b841deb777781d18d41cdb2313efc9cf6b93

Observation 8683b790-bb33-41de-827c-822ba7583240 · outbound

This paper cites MasRouter: Learning to Route LLMs for Multi-Agent Systems.

Beyond Tier Labels: Role- and Deployment-Dependent Model Substitution in Multi-Call LLM Workflows MasRouter: Learning to Route LLMs for Multi-Agent Systems

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-11T22:33:34.030352Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T22:33:34.030352Z digest=sha256:de87b0563b1ef771a6a7e0439807beaeee34f48de9e1a4089e95a1737da9b688

Observation c2d5d88c-688a-4af1-a683-ae3e9eca9756 · outbound

This paper cites When Does Multi-Agent RL Improve LLM Workflows? Workflow, Scale, and Policy-Sharing Tradeoffs.

Beyond Tier Labels: Role- and Deployment-Dependent Model Substitution in Multi-Call LLM Workflows When Does Multi-Agent RL Improve LLM Workflows? Workflow, Scale, and Policy-Sharing Tradeoffs

Reference 39

Resolution
verified exact
local_arxiv, observed 2026-08-11T22:33:34.245040Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-11T22:33:34.033014Z digest=sha256:9495953e40f1a6f31d75f5a2b32fed1497c00596889d5f1844925d50129281d2

Observation 1dcfb22f-6757-4094-9126-e0dc82064947 · outbound

This paper cites Reinforcement Learning for LLM-based Multi-Agent Systems through Orchestration Traces.

Beyond Tier Labels: Role- and Deployment-Dependent Model Substitution in Multi-Call LLM Workflows Reinforcement Learning for LLM-based Multi-Agent Systems through Orchestration Traces

Reference 40

Resolution
verified exact
local_arxiv, observed 2026-08-11T22:33:34.150911Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-11T22:33:34.036051Z digest=sha256:d38ba08d726c3b4a3fe1f77a7e2f37e73ec65d8a543a0cf88001e52d5e8131f1

Observation ef91f18a-9d13-4163-a740-e2d7aaaf7c4c · outbound

This paper cites RerouteGuard: Understanding and mitigating adversarial risks for LLM routing.arXiv preprint arXiv:2601.21380, 2026.

Beyond Tier Labels: Role- and Deployment-Dependent Model Substitution in Multi-Call LLM Workflows RerouteGuard: Understanding and mitigating adversarial risks for LLM routing.arXiv preprint arXiv:2601.21380, 2026

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-11T22:33:34.038721Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T22:33:34.038721Z digest=sha256:ad7ae6099f79e7677c717220ede6d1a26248e906a03d892ad76e73ecefe62275

Observation 79ce183f-e1ed-4ab0-913e-cdadc682eed3 · outbound

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

Beyond Tier Labels: Role- and Deployment-Dependent Model Substitution in Multi-Call LLM Workflows Agent-as-a-Router: Agentic Model Routing for Coding Tasks

Reference 42

Resolution
verified exact
local_arxiv, observed 2026-08-11T22:33:34.072401Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-11T22:33:34.041292Z digest=sha256:7126e9cc109b67d9b28a874b648f91c6117bbd99209cea6cd31bf104a09c019a

Observation f011349b-36ec-46b6-9cf1-448a728e7dd5 · outbound

This paper cites entropy”, “variance.

Beyond Tier Labels: Role- and Deployment-Dependent Model Substitution in Multi-Call LLM Workflows entropy”, “variance

Reference 43

Resolution
malformed identifier
raw_fallback, observed 2026-08-11T22:33:34.751432Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-11T22:33:34.044047Z digest=sha256:5cf451449b3e5f87d9dff5e7ece3eab174ad50d6f96e46dff9e580c45ccc6f46

Pith citing papers

No inbound Pith citation observations are available.