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Paper Citation Record · LEDGER

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

As of 15 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 2026-08-15T06:32:42.880941+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

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T22:33:33.459759Z digest=sha256:a0da9eaf177445ee950fd247cd5fc1dc8605b77ea5c285e008c9577b3deea417

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

Resolution
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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T22:33:33.532955Z digest=sha256:147b4949c2069d782d3d12215b425101f0d59835207be0a2bb211195920d9996

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T22:33:33.536401Z digest=sha256:6395e7e8aa428de3d8925906f7413fcdc9109e32891b10e18e63312380d43a4a

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:d9183f6cb1abe3d59ed6663a3dc9aa967e7df81579354868c034ed13a23deb01

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T22:33:33.542987Z digest=sha256:bd4a29bc211e322f024774f6225102a7f20f8351d73ba1c1a0ddfdd0d2c97580

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

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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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T22:33:33.546465Z digest=sha256:e281c04dc65986bcef1dd659c5e1487b752b4477330918cabaac5712f2b41051

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=sha256:022e1bcc41348ed7f84428cd0e40d8ceeb76044845b6bdb63b5fb8275c89e66b

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T22:33:33.552827Z digest=sha256:d7577e3eee04c034239fc71c84a5686441f017896da1aadfde2b73ec4537071e

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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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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T22:33:33.555873Z digest=sha256:f7642d21a8d88dbd058086808cb17d56976e4b3015d612e884e49ccdd8508d2b

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=sha256:25dfd2e87f5d032ab60117f33cead70b7c040d32fec5b22fd0f9db61f40926fe

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

Resolution
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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T22:33:33.561595Z digest=sha256:75a47e647a0284912144e07c075a5133ae6bd32307a9c3257e5d251e6fbd45f4

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:f90c26b43c61c9fcc2683ca3ccbc3de7454e0fe98cfc32a2a5a011166bc62ddf

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T22:33:33.567821Z digest=sha256:f6b2841ce9b6d42f8b726b6ddc62540edebcd1379119de682aea09f192fad91e

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
unresolved
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=sha256:556e7d939600af097eb5fe9daed503802d57d8bb07c6c08822f64cac9befe055

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T22:33:33.573700Z digest=sha256:bc57d76ac1ea2eddef5d4ca4a366c1a01022b5f045cd8433360f6b7683278627

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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unresolved
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=sha256:19c0c0aa14e9c3afea7b299bc0b1db45fbfbd069b00b452002fb5f1f1fa8cb0e

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T22:33:33.580009Z digest=sha256:16bdc68df666f6b595a3dd28cb827ccc1f1c2f218d7388b1363cc4eac151a8a0

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T22:33:33.582922Z digest=sha256:3e3e028772edc548f0f171d40223c597f44e9566ebd74ad05eb29c75ca08b9af

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=sha256:7df50d93ade7c4f6338cf37b78bf31c86a5292463dec6cf990287402bbcb2868

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T22:33:33.589053Z digest=sha256:2af15f1dd038b02d4ce8e25fb0481df947d4a50a7466acd6c7fa3818bd654cbd

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

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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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T22:33:33.591412Z digest=sha256:74f687aa3f907378c18ef6d07897d50c8431d7b81e1a8c264147678f82d5aa91

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T22:33:33.594466Z digest=sha256:a245b2a95f29e47f1f5e01af39a7d36907f39ad86a934ae046a1920f861a9f84

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T22:33:33.597272Z digest=sha256:9f9ce8f13341c7002d455dff471bde3628531e601fed47e86e3667a28dbbce7f

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=sha256:5ae55419441241009b7d5dc1887499a76ebab7214190c084ff5448d98d9ba2a7

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T22:33:33.638277Z digest=sha256:d1fab643405a3ce77b7984229dee0181e2c6902c46883412aa066319adef71d4

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T22:33:33.702162Z digest=sha256:370035beda981ec34cd06b426c7758f6edc4eb12506f7831984cd81b29810661

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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unresolved
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:e6662fe9db65d412c6903bd8681c242d0c3f5a9155028dc9b0f87f2dfb57109e

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=sha256:572a6cf8c32377e0160460a13694d57c17942d7b74cf0027ac6f01bfc2c4918b

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T22:33:33.917897Z digest=sha256:ba4b548c973721681bef1ff2298ce86c05e80c4ec53afb1bd8a16c0602b2345e

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T22:33:33.951333Z digest=sha256:4be7425260e829a369dec9fd209fa35243fda74587ccd8960965045edfcac7f4

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T22:33:33.987385Z digest=sha256:7619ba18c395646dac18d81f4584e9279ab5a06c703eed36496a7f34f04461b7

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T22:33:34.000375Z digest=sha256:f78fd1cdfc488e161d6d30291b9263176ed6824048e4a080717a4243e72bd363

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T22:33:34.015323Z digest=sha256:c8a6ea230a76e9fe81581ab11a8fda85f6b40f765419fc8bd47570fa3c954d6f

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=sha256:70deb4d71d6eabf6b5b7d019f1c4d5ecb1870da6854bcd7d6d3d654cc07999bc

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T22:33:34.020619Z digest=sha256:86db886f524de67cc4a98f27f2b927d14b23cd0cc0b6bfe2d2e75ac6d1f4c200

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:bab8601085ac54cd4d2e84b03818136906747ced80fdeee0d4618f40ed60f065

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T22:33:34.027772Z digest=sha256:9f71ee849f22daa2fc2dc23e6ddd791c65708ff96b8e38c1ed85528a395c6f20

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:b5e3c7ff77e9ac1460681b44199672239ef6281dc85ceb84f36c1c3b71cd6964

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T22:33:34.033014Z digest=sha256:d23bb0cf795415b061e6f08a4caeae149294a8f4017975990f538f0ff18d7fbc

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T22:33:34.036051Z digest=sha256:ab5765d9874c1680e4e9702661c31020fa6392161b5f129b486dd792c96db6ec

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=sha256:5e895239f536252639e4e2f69d9254c9383f082ba8a404f7bac2e4a2f8d29e64

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T22:33:34.041292Z digest=sha256:c3e05d82d450af1d56f916d7133e8b93b9fce64faf5625faa4c7ebd32d54709a

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T22:33:34.044047Z digest=sha256:5a831f15cd7d6a15a953be9ea2f3e1b8cf836520a7494ad8b0aee828329f29e6

Pith citing papers

No inbound Pith citation observations are available.