Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-06-28T10:09:33.243713Z
Paper Citation Record · LEDGER
As of 5 August 2026, this Paper Citation Record lists 53 of 53 outbound references and 0 inbound Pith citation observations for arXiv:2606.03318.
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 2026-06-28T10:09:33.243713Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-05T06:32:48.257954+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
53 of 53 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation bb6990e4-4ffd-4261-907a-b750a677319f · outbound
Beyond Ideal Instruction: A Comprehensive Framework for Evaluating LLMs in Realistic Interactions Simulating User Diversity in Task-Oriented Dialogue Systems using Large Language Models
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 09c86e8a-3c5c-4acd-9d41-55c035204e7c · outbound
Beyond Ideal Instruction: A Comprehensive Framework for Evaluating LLMs in Realistic Interactions Unresolved cited work
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1133c1d7-8d65-44ba-9ea5-a7b6cf5e487c · outbound
Beyond Ideal Instruction: A Comprehensive Framework for Evaluating LLMs in Realistic Interactions Unresolved cited work
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2459d874-348a-45c3-bc60-626ba62a8313 · outbound
Beyond Ideal Instruction: A Comprehensive Framework for Evaluating LLMs in Realistic Interactions Unresolved cited work
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8f40b8da-95cc-41aa-999a-acbe6050030b · outbound
Beyond Ideal Instruction: A Comprehensive Framework for Evaluating LLMs in Realistic Interactions Is invoice 1024 paid?
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4ec92652-0926-4e52-8f57-0e46492e6e04 · outbound
Beyond Ideal Instruction: A Comprehensive Framework for Evaluating LLMs in Realistic Interactions - Note any relevant entities, constraints, relationships, or dynamics implied by the task
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation db902d3e-fa67-4c93-9b12-cc6d96a546b1 · outbound
Beyond Ideal Instruction: A Comprehensive Framework for Evaluating LLMs in Realistic Interactions - Examples: Linux filesystem, E-commerce order management system, Airline booking system
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e14a9556-0ce4-4f43-b3e6-155b7f31ccd5 · outbound
Beyond Ideal Instruction: A Comprehensive Framework for Evaluating LLMs in Realistic Interactions - Focus on its inherent structure, the nature of the state it maintains, typical operations it supports, and its general scope in real-world usage
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1037a513-3c9e-4a60-afac-9c371b38dc80 · outbound
Beyond Ideal Instruction: A Comprehensive Framework for Evaluating LLMs in Realistic Interactions all possible data in an e-commerce system
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ff6ad14c-1c1f-4626-bd20-b43bea7efe66 · outbound
Beyond Ideal Instruction: A Comprehensive Framework for Evaluating LLMs in Realistic Interactions - Parameters needed
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5af98b37-3f38-4963-9162-46d620b72bf8 · outbound
Beyond Ideal Instruction: A Comprehensive Framework for Evaluating LLMs in Realistic Interactions success": False,
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7c73a1a9-888f-498c-89c3-399b3fd57180 · outbound
Beyond Ideal Instruction: A Comprehensive Framework for Evaluating LLMs in Realistic Interactions Unresolved cited work
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5a9eea7a-1d40-4d45-b894-d13906c47800 · outbound
Beyond Ideal Instruction: A Comprehensive Framework for Evaluating LLMs in Realistic Interactions Unresolved cited work
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4e9c7ee5-119b-4d9e-af9a-0ead8dd0d8e7 · outbound
Beyond Ideal Instruction: A Comprehensive Framework for Evaluating LLMs in Realistic Interactions Unresolved cited work
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d1015067-8c96-45e4-afc5-21acd2decb9f · outbound
Beyond Ideal Instruction: A Comprehensive Framework for Evaluating LLMs in Realistic Interactions Unresolved cited work
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 057cf4cd-8e16-4fd7-88da-f4d2c6173ea3 · outbound
Beyond Ideal Instruction: A Comprehensive Framework for Evaluating LLMs in Realistic Interactions State profile definitions: Each generated state must match one of the following profiles, as specified in the user message
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c88d6e09-dab1-493c-bb15-28a6b8c977e8 · outbound
Beyond Ideal Instruction: A Comprehensive Framework for Evaluating LLMs in Realistic Interactions Unresolved cited work
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 229253bf-417e-4182-8931-429dd47c29bf · outbound
Beyond Ideal Instruction: A Comprehensive Framework for Evaluating LLMs in Realistic Interactions Unresolved cited work
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 92b22689-1e0c-4652-8c5e-f63674407817 · outbound
Beyond Ideal Instruction: A Comprehensive Framework for Evaluating LLMs in Realistic Interactions Unresolved cited work
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ecc280bf-e4f4-41d3-9925-9bb6814b8eff · outbound
Beyond Ideal Instruction: A Comprehensive Framework for Evaluating LLMs in Realistic Interactions Unresolved cited work
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5f3fe018-bff7-4330-94a3-2df7d0c98fa8 · outbound
Beyond Ideal Instruction: A Comprehensive Framework for Evaluating LLMs in Realistic Interactions A rare 0-tool plan is allowed only when task_type is clarify_then_execute or refuse_or_scope
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bc0d72d9-a08a-4391-9ea8-326552776e88 · outbound
Beyond Ideal Instruction: A Comprehensive Framework for Evaluating LLMs in Realistic Interactions Unresolved cited work
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 50fa1e38-b2b4-49bc-88b0-e8540df1515b · outbound
Beyond Ideal Instruction: A Comprehensive Framework for Evaluating LLMs in Realistic Interactions Unresolved cited work
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2f4928d7-6253-4765-907b-bb6c9ac9e90e · outbound
Beyond Ideal Instruction: A Comprehensive Framework for Evaluating LLMs in Realistic Interactions Unresolved cited work
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9a309e2e-3977-48c5-aa48-3e4f17c1d969 · outbound
Beyond Ideal Instruction: A Comprehensive Framework for Evaluating LLMs in Realistic Interactions Unresolved cited work
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2c066d59-2a71-4d7c-b52d-a15359432d7e · outbound
Beyond Ideal Instruction: A Comprehensive Framework for Evaluating LLMs in Realistic Interactions Unresolved cited work
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 91fae4cb-8725-40fb-8565-08fe740d453d · outbound
Beyond Ideal Instruction: A Comprehensive Framework for Evaluating LLMs in Realistic Interactions Prefer execute unless the prompt explicitly calls for a clarification-heavy or refusal-heavy task
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9c9f670a-6e31-4c72-8210-ee393068c76e · outbound
Beyond Ideal Instruction: A Comprehensive Framework for Evaluating LLMs in Realistic Interactions Unresolved cited work
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 85c3d1fb-41e8-4700-b00c-27969f81c2da · outbound
Beyond Ideal Instruction: A Comprehensive Framework for Evaluating LLMs in Realistic Interactions Unresolved cited work
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 535c3d85-c4fc-463a-8a31-ac0ac4496320 · outbound
Beyond Ideal Instruction: A Comprehensive Framework for Evaluating LLMs in Realistic Interactions goal_summary
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f9fd2dd3-95a8-400b-95f3-c2117dc76656 · outbound
Beyond Ideal Instruction: A Comprehensive Framework for Evaluating LLMs in Realistic Interactions Unresolved cited work
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation eca8e7df-c427-4dfe-8c42-12fa30866342 · outbound
Beyond Ideal Instruction: A Comprehensive Framework for Evaluating LLMs in Realistic Interactions Unresolved cited work
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7f5844dd-1e59-4fe7-90c0-33bc9a6171d4 · outbound
Beyond Ideal Instruction: A Comprehensive Framework for Evaluating LLMs in Realistic Interactions Unresolved cited work
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 61e99b55-7718-4bba-8d5f-1d4db6efeafe · outbound
Beyond Ideal Instruction: A Comprehensive Framework for Evaluating LLMs in Realistic Interactions Unresolved cited work
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 74120e64-47f4-4acc-8e0f-db4222ae5c20 · outbound
Beyond Ideal Instruction: A Comprehensive Framework for Evaluating LLMs in Realistic Interactions Unresolved cited work
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1ee6eacf-d171-49e6-beae-68984adff54e · outbound
Beyond Ideal Instruction: A Comprehensive Framework for Evaluating LLMs in Realistic Interactions Unresolved cited work
Reference 36
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9a17f7bd-20ce-42e1-b131-50c988ac340d · outbound
Beyond Ideal Instruction: A Comprehensive Framework for Evaluating LLMs in Realistic Interactions Unresolved cited work
Reference 37
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c453cd66-797d-427c-ae36-5cfb688ff7de · outbound
Beyond Ideal Instruction: A Comprehensive Framework for Evaluating LLMs in Realistic Interactions Unresolved cited work
Reference 38
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d255273c-c62f-41e8-91c3-23bd6bb1c90d · outbound
Beyond Ideal Instruction: A Comprehensive Framework for Evaluating LLMs in Realistic Interactions user_turns
Reference 39
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 59ba4306-a744-4f22-a5f8-9f7a00d24ebf · outbound
Beyond Ideal Instruction: A Comprehensive Framework for Evaluating LLMs in Realistic Interactions Unresolved cited work
Reference 40
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e6d6adc9-eae4-4f81-b196-fb655d66dd65 · outbound
Beyond Ideal Instruction: A Comprehensive Framework for Evaluating LLMs in Realistic Interactions Unresolved cited work
Reference 41
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3f1c4674-10c6-4f16-b0f8-c7abb3178c03 · outbound
Beyond Ideal Instruction: A Comprehensive Framework for Evaluating LLMs in Realistic Interactions Do not change the task_summary, expected_outcome, linked tool-step alignment, tool plan, or final target state
Reference 42
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b6c79880-3e10-4d25-96e8-88630ee6b821 · outbound
Beyond Ideal Instruction: A Comprehensive Framework for Evaluating LLMs in Realistic Interactions Unresolved cited work
Reference 43
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d9a8ff26-5853-42ed-a4d1-d743f311fe76 · outbound
Beyond Ideal Instruction: A Comprehensive Framework for Evaluating LLMs in Realistic Interactions Unresolved cited work
Reference 44
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a80885f5-fc07-4df3-a3d8-807aa261f1fb · outbound
Beyond Ideal Instruction: A Comprehensive Framework for Evaluating LLMs in Realistic Interactions Any noisy side remark must still leave the original task recoverable directly or through clarification
Reference 45
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7ecc1747-698c-42ae-ae6b-c928b668e5d0 · outbound
Beyond Ideal Instruction: A Comprehensive Framework for Evaluating LLMs in Realistic Interactions Unresolved cited work
Reference 46
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 23771219-8118-4751-8fee-9f9c184f043c · outbound
Beyond Ideal Instruction: A Comprehensive Framework for Evaluating LLMs in Realistic Interactions rewritten_user_turns
Reference 47
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 73eda2b4-91ee-409f-a227-d811a957bb89 · outbound
Beyond Ideal Instruction: A Comprehensive Framework for Evaluating LLMs in Realistic Interactions - Sub-goals must be logically sequenced: each turn’s sub-goal should build on prior turns and not duplicate work already implied
Reference 48
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 484f0020-9445-4cd5-b9e3-ac1bedbb6e7e · outbound
Beyond Ideal Instruction: A Comprehensive Framework for Evaluating LLMs in Realistic Interactions - The agent must never be forced to guess a parameter whose value has not been exposed anywhere in the conversation so far
Reference 49
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 836b7483-260d-4b86-86c2-62c86a723ace · outbound
Beyond Ideal Instruction: A Comprehensive Framework for Evaluating LLMs in Realistic Interactions INTENT, LEAK
Reference 50
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 553cfa11-f819-4731-a716-c7293a360a75 · outbound
Beyond Ideal Instruction: A Comprehensive Framework for Evaluating LLMs in Realistic Interactions Unresolved cited work
Reference 51
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 10e81873-af99-4f6b-a1ff-fd29efee4373 · outbound
Beyond Ideal Instruction: A Comprehensive Framework for Evaluating LLMs in Realistic Interactions Unresolved cited work
Reference 52
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7b962164-113e-4f04-abd7-95a138bd2574 · outbound
Beyond Ideal Instruction: A Comprehensive Framework for Evaluating LLMs in Realistic Interactions faithfulness_score
Reference 53
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
No inbound Pith citation observations are available.