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Paper Citation Record · LEDGER

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

As of 14 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:fe49c3fb4d968b87f91e9f7ac03294367f0521287d1193ac68a2133a24a9ea48

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=sha256:84116ea387a071c958717e885fb4f10f73845cf055d5ecac6557989f886e394a

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=sha256:400e1daf4e22c9ef836cd165116df89711a94924683fc0b2533fdae5a4f7ee7b

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:b7a14488db523cd389a9d46c390a86f0786d92df05e67c4c01c07ff3a07a84dc

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=sha256:6f96876cd1d97f0c62541fa90f6b5c0d9b4eac6e4a9a588e1a6a1e14cbede268

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

source=pdf_text observed=2026-08-11T22:33:33.546465Z digest=sha256:ec5939a198989ce76857ec42c0be865d9dda894b1d5c8771af40b1963b8696b2

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:e49fce2fb3eb198d48a7a06a51ac563d41d33d0d7be9217e6091c6da0326c674

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=sha256:64fe3f65bb8bd6b8b5677b894861de5b7e962d8444f11cdca8745a60eddbd3d5

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=sha256:1ad4376a66a1044368e8cb23faa5592f72330a65687d2a7eb32110876fa51602

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:ab92865a92c379c7e1b1abd8b71869051f87f46ae92dfa96357d3f90c62a317b

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=sha256:754179e1b24960df80333b605b3ccadd3160f4eafb36a1f36d23ad0d12b7da42

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:f7676bd409fffff65d5a6b80f8d08cce34627a757e6481905633ce268ccda281

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

source=pdf_text observed=2026-08-11T22:33:33.567821Z digest=sha256:b93b38ac38ebf9426643cf51bc42e751828a6f9f3440b3907763e683c91bc6f3

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

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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=sha256:79bd01bbb04964692c92f988de739d1f4b0b4f5ad29c1a4372f159ad2109d203

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=sha256:65b3deb2106ced71bc004d2471c4fdaaa5750e1d10b519e927440c1ba25d94a7

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=sha256:98ae08b4cc2ced62a9636f88b7c6f20752562af6c32a7c8fac1177512f9c7bce

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:f557bbe028a93209eaed7ad5aa09d784c898173bdeaa5716b57a04b0d1c1ece9

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=sha256:7d5c7b64c8dc3d25ff3d1aed45c6b9b489d7cc021a7abe2cce10bf780bf732fb

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=sha256:8d45e6dd7d9c682b4ce9cccc289acf601de8927c1489c36114b1030837098afa

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:cde3c6210d960fabb3bce166d239cb071fdd82eda3721c3b75967812a3a1de72

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

source=pdf_text observed=2026-08-11T22:33:33.591412Z digest=sha256:784ff89cb457805c6673c4d56c28512f3567990e4c31120586daccf29a48e19e

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=sha256:05f1475c18a1efa9f236f6780f1ce32da3911fff460fe7f94c82a23f429dfea8

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=sha256:4de927a9bbf0302acde2f5accfb3024f9a6d63514d0e00e7e7ac8be6dd344725

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=sha256:9cfc549e6e49a54ac4681eaa17ac15ada23cbcd6a84209dee838d872609c394f

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=sha256:21211b1a97599cee821f3e4102888d405a4bacff2050ac606529e8f0fda8958f

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=sha256:1fce91cc1b50f95ca47031518b7a3cdc0a351b410b7ff212ccb1dfa7e8a33cc1

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=sha256:293ea501a3d4383aec706636615a940c9d93ef97857001b8ff3809a7a520e34e

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:b81ad95c90f72a233388fe9b3c156be4a6673ac49f5b1920a8576a596fb861bd

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

source=pdf_text observed=2026-08-11T22:33:33.917897Z digest=sha256:aec92f0f73eada4c2a91fb47920c062763ae1f2363376ba548d89cdc8177bcac

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:f330d41ba914a3f79420947dd89943d030a1d8011d1110b6018d77ae4e690379

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:f2a7b65f36b83e26e032e081ef9ee7594724a222f262c9359f25d644c3359450

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:ea8a2a8e1056f21397525ec1142130e7c0b4f7e18a354b539f00b5f5c1ab554f

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:dacd793602e6bddff35eb343de08e2883848ef22c354ada73f613f241ce5f67d

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=sha256:0838844cc74e046941d4e3818f3e4cb1dbaa6a5d6e82f3e55d3442bbac1c3bb6

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:b605a25147c677e682a6d0ce61d0b60382802dc9331b78c8689483323a8492ce

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:e66594d3d62459edc467ccd0a657a92780e6fb74ea8ad36fa70f960125fbf239

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=sha256:523e0d77648018331b0e6b6423ad0e18f28db7c1143aa71dc04167d6c46125c4

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:a7bf8c701a1516843d5cafaa98c13fb3622c78cda02c783d479d46f09dd94163

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=sha256:5b0803d5c5c5b6b65b49214708548b231d1f9e9fc3ad4ef8264088f90c1327b2

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=sha256:87280f1a8e298ab10188bfbb0708fe5a83745cbf6ed3cd930046cf3ea09f91c9

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=sha256:57c5b533d3a4dff5968f2d6f53b9a453a6d50f6d9b9ed651a789434847ed0c52

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=sha256:1091dd78ebc21d1b2f6dbddce392af9cded6f0642adb3ab54add0d560f3ea2d3

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=sha256:2ba78372bf09c06c4bc1814a2c87a56c93171b791f3daf24793423467bf28216

Pith citing papers

No inbound Pith citation observations are available.