Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-15T23:08:12.028546Z
Paper Citation Record · LEDGER
As of 19 August 2026, this Paper Citation Record lists 66 of 66 outbound references and 0 inbound Pith citation observations for arXiv:2505.05445.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-15T23:08:12.028546Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
66 of 66 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 907bed5d-a6bf-442f-80b1-334a62169694 · outbound
clem:todd: A Framework for the Systematic Benchmarking of LLM-Based Task-Oriented Dialogue System Realisations Unresolved cited work
Reference 1
Source-reported events for the cited work
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Observation 34ccef67-43d4-458d-aef5-344a80638106 · outbound
clem:todd: A Framework for the Systematic Benchmarking of LLM-Based Task-Oriented Dialogue System Realisations Unresolved cited work
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Source-reported events for the cited work
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Observation 5fb3cfe9-1840-4273-b8d7-04a06328507d · outbound
clem:todd: A Framework for the Systematic Benchmarking of LLM-Based Task-Oriented Dialogue System Realisations Unresolved cited work
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Source-reported events for the cited work
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Observation 16639a4a-f265-4bea-ace3-a4bba488f0fc · outbound
clem:todd: A Framework for the Systematic Benchmarking of LLM-Based Task-Oriented Dialogue System Realisations DARD: A Multi-Agent Approach for Task-Oriented Dialog Systems
Reference 4
Source-reported events for the cited work
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Observation 32394b58-82cc-4ceb-8751-4684d7ba9ba7 · outbound
clem:todd: A Framework for the Systematic Benchmarking of LLM-Based Task-Oriented Dialogue System Realisations Single” refers to tasks within a single domain (Restaurant(R), Hotel(H), or Train(T)), while “Multi
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Observation ae977ad7-b7bc-40eb-83df-827c94f13726 · outbound
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clem:todd: A Framework for the Systematic Benchmarking of LLM-Based Task-Oriented Dialogue System Realisations Unresolved cited work
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clem:todd: A Framework for the Systematic Benchmarking of LLM-Based Task-Oriented Dialogue System Realisations Unresolved cited work
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clem:todd: A Framework for the Systematic Benchmarking of LLM-Based Task-Oriented Dialogue System Realisations Unresolved cited work
Reference 24
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Observation 14070b00-38ca-414f-91fd-7861b8861259 · outbound
clem:todd: A Framework for the Systematic Benchmarking of LLM-Based Task-Oriented Dialogue System Realisations Unresolved cited work
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clem:todd: A Framework for the Systematic Benchmarking of LLM-Based Task-Oriented Dialogue System Realisations Unresolved cited work
Reference 26
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clem:todd: A Framework for the Systematic Benchmarking of LLM-Based Task-Oriented Dialogue System Realisations Unresolved cited work
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clem:todd: A Framework for the Systematic Benchmarking of LLM-Based Task-Oriented Dialogue System Realisations INSTRUCTIONS:
Reference 28
Source-reported events for the cited work
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Observation 22a37baf-93f0-4aab-bd26-457990d418c0 · outbound
clem:todd: A Framework for the Systematic Benchmarking of LLM-Based Task-Oriented Dialogue System Realisations Unresolved cited work
Reference 29
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clem:todd: A Framework for the Systematic Benchmarking of LLM-Based Task-Oriented Dialogue System Realisations Unresolved cited work
Reference 30
Source-reported events for the cited work
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clem:todd: A Framework for the Systematic Benchmarking of LLM-Based Task-Oriented Dialogue System Realisations Do not add logic or interpretation beyond what is explicitly stated in the TASK
Reference 31
Source-reported events for the cited work
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clem:todd: A Framework for the Systematic Benchmarking of LLM-Based Task-Oriented Dialogue System Realisations Maintain strict adherence to the original formatting
Reference 32
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clem:todd: A Framework for the Systematic Benchmarking of LLM-Based Task-Oriented Dialogue System Realisations If the dialogue system provides alternative options close to the desired time, the you should accept a suitable nearby option that reasonably aligns with the goal
Reference 33
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clem:todd: A Framework for the Systematic Benchmarking of LLM-Based Task-Oriented Dialogue System Realisations Unresolved cited work
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clem:todd: A Framework for the Systematic Benchmarking of LLM-Based Task-Oriented Dialogue System Realisations Unresolved cited work
Reference 37
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clem:todd: A Framework for the Systematic Benchmarking of LLM-Based Task-Oriented Dialogue System Realisations Do not add any customary comments (thank you, great etc.)
Reference 38
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Observation 97a1fa13-528d-41bc-8473-9e389467c42e · outbound
clem:todd: A Framework for the Systematic Benchmarking of LLM-Based Task-Oriented Dialogue System Realisations Unresolved cited work
Reference 39
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Observation 07c661ea-b65c-4d31-b474-282536a4cbe1 · outbound
clem:todd: A Framework for the Systematic Benchmarking of LLM-Based Task-Oriented Dialogue System Realisations Determine appropriate flow based on user input and available information b
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clem:todd: A Framework for the Systematic Benchmarking of LLM-Based Task-Oriented Dialogue System Realisations Include all required fields and the response must be a valid JSON
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Observation 5c13c4d8-82f8-4257-ad87-f43169a347dd · outbound
clem:todd: A Framework for the Systematic Benchmarking of LLM-Based Task-Oriented Dialogue System Realisations Unresolved cited work
Reference 43
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clem:todd: A Framework for the Systematic Benchmarking of LLM-Based Task-Oriented Dialogue System Realisations Unresolved cited work
Reference 44
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clem:todd: A Framework for the Systematic Benchmarking of LLM-Based Task-Oriented Dialogue System Realisations Unresolved cited work
Reference 45
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Observation 581c50c5-49a5-446c-aa86-82302916949a · outbound
clem:todd: A Framework for the Systematic Benchmarking of LLM-Based Task-Oriented Dialogue System Realisations Never return multiple function calls in a single response
Reference 47
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Observation 7c9be236-8f5b-40df-910a-b6447d75970e · outbound
clem:todd: A Framework for the Systematic Benchmarking of LLM-Based Task-Oriented Dialogue System Realisations The task is completed ONLY if all the intentions are fulfilled
Reference 48
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Observation 68c7aa03-5380-45d0-86d7-4a24518ed800 · outbound
clem:todd: A Framework for the Systematic Benchmarking of LLM-Based Task-Oriented Dialogue System Realisations In the dialogue, the user or the system could either be AI or human
Reference 49
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Observation f3fe30f7-8c56-459f-add3-ea87b54399db · outbound
clem:todd: A Framework for the Systematic Benchmarking of LLM-Based Task-Oriented Dialogue System Realisations You should report a numeric rating from 1 to 3, where 3 represents the best coherence
Reference 50
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Observation ef18a07d-f1a9-45fd-8f10-93f9246d89dc · outbound
clem:todd: A Framework for the Systematic Benchmarking of LLM-Based Task-Oriented Dialogue System Realisations For dialogue-level diversity, you only need to evaluate the user
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Observation 4ceb158b-36f8-47c9-81fe-4f346d54fc85 · outbound
clem:todd: A Framework for the Systematic Benchmarking of LLM-Based Task-Oriented Dialogue System Realisations Unresolved cited work
Reference 52
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Observation cb0362ea-0dd5-46d6-a4cb-d6edb88e01e0 · outbound
clem:todd: A Framework for the Systematic Benchmarking of LLM-Based Task-Oriented Dialogue System Realisations Unresolved cited work
Reference 53
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Observation 4a092fcd-d86d-4475-8b77-f90ea8c25d55 · outbound
clem:todd: A Framework for the Systematic Benchmarking of LLM-Based Task-Oriented Dialogue System Realisations Unresolved cited work
Reference 54
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Observation dcecedd9-f3dd-4fe2-8acf-d1bcf955b0fb · outbound
clem:todd: A Framework for the Systematic Benchmarking of LLM-Based Task-Oriented Dialogue System Realisations Unresolved cited work
Reference 55
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Observation ccba7b6c-0166-40ad-9156-7dd034be9cc3 · outbound
clem:todd: A Framework for the Systematic Benchmarking of LLM-Based Task-Oriented Dialogue System Realisations Unresolved cited work
Reference 56
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Observation 08c8aeac-bad8-4b99-9fae-d1ccce2b053e · outbound
clem:todd: A Framework for the Systematic Benchmarking of LLM-Based Task-Oriented Dialogue System Realisations Unresolved cited work
Reference 57
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Observation 26307476-c901-4cca-a601-2ae745c6384d · outbound
clem:todd: A Framework for the Systematic Benchmarking of LLM-Based Task-Oriented Dialogue System Realisations Unresolved cited work
Reference 58
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Observation fcf601ce-8923-48cf-8509-0f31d7360d20 · outbound
clem:todd: A Framework for the Systematic Benchmarking of LLM-Based Task-Oriented Dialogue System Realisations Unresolved cited work
Reference 59
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Observation 53a807a2-e8e0-4315-9bf0-d569e7a195ae · outbound
Reference 60
Source-reported events for the cited work
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Observation bcbe4ba1-8370-4040-804f-463f03d35622 · outbound
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Reference 61
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Observation 33216a33-63b0-4a9f-afbe-bc75a9fe17aa · outbound
clem:todd: A Framework for the Systematic Benchmarking of LLM-Based Task-Oriented Dialogue System Realisations Unresolved cited work
Reference 62
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Observation daacb79d-e931-4c82-9abb-636af78df642 · outbound
clem:todd: A Framework for the Systematic Benchmarking of LLM-Based Task-Oriented Dialogue System Realisations Unresolved cited work
Reference 63
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clem:todd: A Framework for the Systematic Benchmarking of LLM-Based Task-Oriented Dialogue System Realisations Unresolved cited work
Reference 64
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Observation 27358541-de90-459b-88ae-57543b934739 · outbound
clem:todd: A Framework for the Systematic Benchmarking of LLM-Based Task-Oriented Dialogue System Realisations Unresolved cited work
Reference 66
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clem:todd: A Framework for the Systematic Benchmarking of LLM-Based Task-Oriented Dialogue System Realisations Unresolved cited work
Reference 67
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clem:todd: A Framework for the Systematic Benchmarking of LLM-Based Task-Oriented Dialogue System Realisations Unresolved cited work
Reference 68
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clem:todd: A Framework for the Systematic Benchmarking of LLM-Based Task-Oriented Dialogue System Realisations Unresolved cited work
Reference 69
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clem:todd: A Framework for the Systematic Benchmarking of LLM-Based Task-Oriented Dialogue System Realisations Unresolved cited work
Reference 70
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clem:todd: A Framework for the Systematic Benchmarking of LLM-Based Task-Oriented Dialogue System Realisations Unresolved cited work
Reference 71
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clem:todd: A Framework for the Systematic Benchmarking of LLM-Based Task-Oriented Dialogue System Realisations Do not infer, assume, or hallucinate values based on common patterns or prior examples
Reference 72
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Observation 3ed15598-4dd1-44c3-8db2-d6757b6828e6 · outbound
clem:todd: A Framework for the Systematic Benchmarking of LLM-Based Task-Oriented Dialogue System Realisations Unresolved cited work
Reference 73
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Observation 8a08f849-167d-4b66-b691-f7efc88c957e · outbound
Reference 74
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Observation 3d5f2287-afab-475d-80b7-9a56b2ef5328 · outbound
clem:todd: A Framework for the Systematic Benchmarking of LLM-Based Task-Oriented Dialogue System Realisations Unresolved cited work
Reference 75
Source-reported events for the cited work
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Observation 2482252d-48f8-4021-9352-bbebacdfe242 · outbound
clem:todd: A Framework for the Systematic Benchmarking of LLM-Based Task-Oriented Dialogue System Realisations Never respond with plain text
Reference 76
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 717f6d3e-23cc-4578-9116-b0a4585a7b4a · outbound
clem:todd: A Framework for the Systematic Benchmarking of LLM-Based Task-Oriented Dialogue System Realisations Unresolved cited work
Reference 77
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clem:todd: A Framework for the Systematic Benchmarking of LLM-Based Task-Oriented Dialogue System Realisations If additional information is required to proceed, respond conversationally using direct and focused phrasing
Reference 78
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Observation 56d952e2-6119-4edb-ae33-2ee7fff44b3a · outbound
clem:todd: A Framework for the Systematic Benchmarking of LLM-Based Task-Oriented Dialogue System Realisations type": "function
Reference 79
Source-reported events for the cited work
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Reference 2020
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Observation c983d5c9-9f91-44b9-956b-035bc07ceb5c · outbound
clem:todd: A Framework for the Systematic Benchmarking of LLM-Based Task-Oriented Dialogue System Realisations User Simulation with Large Language Models for Evaluating Task-Oriented Dialogue
Reference 2023
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Reference 2024
Source-reported events for the cited work
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Observation 74478500-8350-4ab8-af79-28af5d0e775e · outbound
clem:todd: A Framework for the Systematic Benchmarking of LLM-Based Task-Oriented Dialogue System Realisations A Comprehensive Assessment of Dialog Evaluation Metrics
Reference 2763
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
No inbound Pith citation observations are available.