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Paper Citation Record · LEDGER

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

As of 13 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 2026-08-13T06:32:02.005865+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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T22:33:33.459759Z digest=sha256:bed74c11234239640d83a9c2868ca38329519d329509052f8714cd215a9f9e97

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T22:33:33.532955Z digest=sha256:524b06ae219bf5ed6b7f30b346f9d8ab2e5d4daf776995094e62b7aa54d524e5

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T22:33:33.536401Z digest=sha256:3d6981aaf17092ba7f23c4d7dac37d95d141f0fc14062d7b887ce2c19e436f90

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=sha256:0f0f90228320b0626f6e455bb267225d07a5eaddea97616b22455c7e47d68baa

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T22:33:33.542987Z digest=sha256:63f169fe6022178c42cca9449bab9d8595fbdf64dd962671d5f9cdb4603bba57

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T22:33:33.546465Z digest=sha256:1b0c9a2b04be901ae5d3e7314eb6eb7bc920759b4028b1d6416564e43246da4d

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:bc54b4f0faf7ddd139590e7f179d131584d3288617feb7eb4bf3b3df6bb486a9

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

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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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T22:33:33.552827Z digest=sha256:552c4dee4d931242282881362114b594909f28430c28e435b736f9a397de58f9

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T22:33:33.555873Z digest=sha256:17cfddddf05cb82e971d155d7479810b0d379a4d8d14f8332a373ceb7cc925f2

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:a3d088df7bcc0de5e77d38c8232fa4e4153fd511a7bd940bac596b0eb870f2d4

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T22:33:33.561595Z digest=sha256:501e14d6255179469b831579c391ef69484a5bf1f25fc60e47adbeb47a762dfd

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=sha256:5f3dac38e3553fbf111c014e9cfa5ae75ace0bb422346e3a3418100664c96f01

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

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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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T22:33:33.567821Z digest=sha256:b800902ae0a00570f3038a9a6a6d0162bc57e93f97758b90dcadcac712d2fea2

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:faa6f81cbba00da92725ef0ce39ada7208bea441b92bf82664dbd3ac640083b0

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T22:33:33.573700Z digest=sha256:13624624b41f48a093e9ebb4a732874e4b18a1735860611c1011f303688b00d4

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=sha256:59aead33f80f773200b2e2e2445e7f775aa249c82ee2f25127fbd588f898c3b0

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T22:33:33.580009Z digest=sha256:1ebae8605c8062813f2812f864c18c478d82a65e5c644536ca0da4ca2d021b9b

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T22:33:33.582922Z digest=sha256:6adc3e7ae0b068a05d8c92bd48777166177b70f94faae459b9a4f724cf20a7c7

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=sha256:97a87e73fe21553789639437f3e2d34e92584c693270c40bbc4b39025a21e7f3

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T22:33:33.589053Z digest=sha256:aedfba37059805d21b37de39d5a3cf4dc9d0c06c9a29f690b65efee5095ef9a9

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T22:33:33.591412Z digest=sha256:430a9198447ec8b6959a986b66278ec35dc847f6e03d6976fd2c0adcf55f6e4d

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T22:33:33.594466Z digest=sha256:157c88fef4d5a50e449577251294fdd88253b1655227671166da49fb5034c32d

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T22:33:33.597272Z digest=sha256:00a2b03afbc457b1190d8c2eb830fef0c30d0c10f3331dda79a742ffb4e7ac82

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=sha256:9fcc80985fbd9b24862a75381007b0da7fc121c1ab070b38815bf59560af89be

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T22:33:33.638277Z digest=sha256:0d982321d0abbcc4961ffd5b7404ffb1d28f95e93506d3eb30513dcd7d369be8

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T22:33:33.702162Z digest=sha256:0411bed5dad3048b4dcb6630478708ae2c7b8f306342623eaf25c52dd7c376ed

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=sha256:178ef8fd3fd59164e77a6bb43c3e411b5a39e4d9379d2b28657f0603b1396d62

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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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:b53530b76d7a11c6965232ab478a8332d100328956a09ce31c6a964d70bd95fd

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

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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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T22:33:33.917897Z digest=sha256:226e2794d1a0ba0fc40687f56d718bad7f5f9879d761cd557e03ef9eb1c37fe3

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T22:33:33.951333Z digest=sha256:658b1bb7bd19f03907e9e29d0156c9b68dc7f328ce9a808cd3b3e4117fe77d1e

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T22:33:33.987385Z digest=sha256:0ad9301eaa58c5578c15f321dc21dd6856e3f3d2ee1634236d52a8714b6aecb4

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T22:33:34.000375Z digest=sha256:d4721e7eb0e50ee9bdecdaa0add6a876762575da42111d3c861dae87275e3591

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T22:33:34.015323Z digest=sha256:4d449620d029ac75e5837fb05bd961817feb74ff2875a5856b30c78226a49d7e

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:d3b543fcfcd71890dc02245124ac439e1659dd2d213fb088a79f324918b295c9

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T22:33:34.020619Z digest=sha256:80380259b02ac009393be03adaadf6cd79f558b5a7a9fb9891682571da0f4fe9

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=sha256:278b5f8b36ed3d28d45b7340a517751cddf4fa3d3557f35d152f6055fb104cc4

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T22:33:34.027772Z digest=sha256:46117527e398d54e77226d300262908134316a19c766b88632bde119133dd1a8

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=sha256:145f1b551dcfe3ef9fc741dd67f38a5e1e0be388b548d6dba76c19de7b97d4af

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T22:33:34.033014Z digest=sha256:2e7b5e1866cc7741c65d1dd55bd3e6b9dd78bb67f45a104e70d132576904e071

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T22:33:34.036051Z digest=sha256:6f832c51d4adf469203fd4e07eb8ce9ec0a115f5c88417f470a246741e128a24

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=sha256:721dbfa03c81f4e6ad6ca312d4894dbcc7b37ba0c57e39b78d75929efe0c070b

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T22:33:34.041292Z digest=sha256:407c22ed52b81f9d792928d7d92d4732001a4899d7436aaed646ee12153551f3

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T22:33:34.044047Z digest=sha256:dbf98fbec79dc5d71fcf4f53ebc816f9e1fbc65b87c02b4f54b8e4ef11f4604f

Pith citing papers

No inbound Pith citation observations are available.