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Paper Citation Record · LEDGER

Beyond Ideal Instruction: A Comprehensive Framework for Evaluating LLMs in Realistic Interactions

As of 23 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.

pith.paper-citation-record.v1
2606.03318 v2

Coverage vector

measured 53 of 53 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-28T10:09:33.243713Z

measured 53 of 53 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+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

53 of 53 outbound references displayed

  • verified exact1
  • verified fuzzy0
  • unresolved51
  • parse uncertain1
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation bb6990e4-4ffd-4261-907a-b750a677319f · outbound

This paper cites Simulating User Diversity in Task-Oriented Dialogue Systems using Large Language Models.

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

Resolution
verified exact
arxiv_id, observed 2026-07-02T03:16:35.064194Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-06-28T10:09:33.243713Z digest=sha256:5840078dfaaa47df5fc2c51ffc233661ecf6884390aa2e387501d4dde1387f5b

Observation 09c86e8a-3c5c-4acd-9d41-55c035204e7c · outbound

This paper cites an unresolved cited work.

Beyond Ideal Instruction: A Comprehensive Framework for Evaluating LLMs in Realistic Interactions Unresolved cited work

Reference 2

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T10:09:33.243713Z digest=sha256:80fc9bef87d04723677de21f4e6a24ac829672fee5ae7a66b98723defb925957

Observation 1133c1d7-8d65-44ba-9ea5-a7b6cf5e487c · outbound

This paper cites an unresolved cited work.

Beyond Ideal Instruction: A Comprehensive Framework for Evaluating LLMs in Realistic Interactions Unresolved cited work

Reference 3

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source=pdf_text observed=2026-06-28T10:09:33.243713Z digest=sha256:d79a2e82e6991c185aa404922de54621777fa7fa16fedcb5c929f04a260e1d73

Observation 2459d874-348a-45c3-bc60-626ba62a8313 · outbound

This paper cites an unresolved cited work.

Beyond Ideal Instruction: A Comprehensive Framework for Evaluating LLMs in Realistic Interactions Unresolved cited work

Reference 4

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source=pdf_text observed=2026-06-28T10:09:33.243713Z digest=sha256:1f7d1f37d2dfa60bcf4f878700702cbd72d228af2aaae801a37e0585286e0fd7

Observation 8f40b8da-95cc-41aa-999a-acbe6050030b · outbound

This paper cites Is invoice 1024 paid?.

Beyond Ideal Instruction: A Comprehensive Framework for Evaluating LLMs in Realistic Interactions Is invoice 1024 paid?

Reference 5

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Source-reported events for the cited work

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source=pdf_text observed=2026-06-28T10:09:33.243713Z digest=sha256:a6587ad9c4de24f416f84f15c4c858bb3bfe5ce1accd80eadad7a9f6033b3b7e

Observation 4ec92652-0926-4e52-8f57-0e46492e6e04 · outbound

This paper cites - Note any relevant entities, constraints, relationships, or dynamics implied by the task.

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

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T10:09:33.243713Z digest=sha256:c3e3ef0d6fdd8e37d45a8d7a186f541eb9c829ef2edd2713469d2fb9eed5d96a

Observation db902d3e-fa67-4c93-9b12-cc6d96a546b1 · outbound

This paper cites - Examples: Linux filesystem, E-commerce order management system, Airline booking system.

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

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source=pdf_text observed=2026-06-28T10:09:33.243713Z digest=sha256:3e62efad9b410dccfa68aaf09fe1fc0c7b4742803ccbf1fd2028197637fd07ac

Observation e14a9556-0ce4-4f43-b3e6-155b7f31ccd5 · outbound

This paper cites - Focus on its inherent structure, the nature of the state it maintains, typical operations it supports, and its general scope in real-world usage.

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

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Source-reported events for the cited work

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source=pdf_text observed=2026-06-28T10:09:33.243713Z digest=sha256:c1671b0fbef802da667c13eea86c99962489b8210c86a03d1fc11bd3b8730c52

Observation 1037a513-3c9e-4a60-afac-9c371b38dc80 · outbound

This paper cites all possible data in an e-commerce system.

Beyond Ideal Instruction: A Comprehensive Framework for Evaluating LLMs in Realistic Interactions all possible data in an e-commerce system

Reference 9

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source=pdf_text observed=2026-06-28T10:09:33.243713Z digest=sha256:1ad931bdfbcb5084b72fc3e78b27f319508b4b164994a2da5f1c81a99ef215ed

Observation ff6ad14c-1c1f-4626-bd20-b43bea7efe66 · outbound

This paper cites - Parameters needed.

Beyond Ideal Instruction: A Comprehensive Framework for Evaluating LLMs in Realistic Interactions - Parameters needed

Reference 10

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Source-reported events for the cited work

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source=pdf_text observed=2026-06-28T10:09:33.243713Z digest=sha256:490b99da5764433cb624bba20e9e8e72d937e6cc2eb0507186dda478ce28b91a

Observation 5af98b37-3f38-4963-9162-46d620b72bf8 · outbound

This paper cites success": False,.

Beyond Ideal Instruction: A Comprehensive Framework for Evaluating LLMs in Realistic Interactions success": False,

Reference 11

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T10:09:33.243713Z digest=sha256:cd7cd086cc22cb06ed310ef32088453e1f30c6efe9ba152c4962cdf21ad318a8

Observation 7c73a1a9-888f-498c-89c3-399b3fd57180 · outbound

This paper cites an unresolved cited work.

Beyond Ideal Instruction: A Comprehensive Framework for Evaluating LLMs in Realistic Interactions Unresolved cited work

Reference 12

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source=pdf_text observed=2026-06-28T10:09:33.243713Z digest=sha256:d59d32a792640a6ba0bae03fb6a8cf33bf6273796977a0a8e5383d1f8cb9210b

Observation 5a9eea7a-1d40-4d45-b894-d13906c47800 · outbound

This paper cites an unresolved cited work.

Beyond Ideal Instruction: A Comprehensive Framework for Evaluating LLMs in Realistic Interactions Unresolved cited work

Reference 13

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source=pdf_text observed=2026-06-28T10:09:33.243713Z digest=sha256:e8eccf478b90238225562f11827f686cc291e166769d5a380ef6005e55f1f28c

Observation 4e9c7ee5-119b-4d9e-af9a-0ead8dd0d8e7 · outbound

This paper cites an unresolved cited work.

Beyond Ideal Instruction: A Comprehensive Framework for Evaluating LLMs in Realistic Interactions Unresolved cited work

Reference 14

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T10:09:33.243713Z digest=sha256:52ffbde14bdb0b13c738790a963230b3b5f1eea1db4b7baa4f80b700d92a9999

Observation d1015067-8c96-45e4-afc5-21acd2decb9f · outbound

This paper cites an unresolved cited work.

Beyond Ideal Instruction: A Comprehensive Framework for Evaluating LLMs in Realistic Interactions Unresolved cited work

Reference 15

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no resolver link, observed 2026-06-28T10:09:33.243713Z

Source-reported events for the cited work

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source=pdf_text observed=2026-06-28T10:09:33.243713Z digest=sha256:a919819ecb2a86b9e958fff52472e88e1465a82d1396d40678a66127b7bd7a4e

Observation 057cf4cd-8e16-4fd7-88da-f4d2c6173ea3 · outbound

This paper cites State profile definitions: Each generated state must match one of the following profiles, as specified in the user message.

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

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source=pdf_text observed=2026-06-28T10:09:33.243713Z digest=sha256:2745e48c41c5765dc29708c43ebcadae5cb9405569f5aebf71c8d01526ef001a

Observation c88d6e09-dab1-493c-bb15-28a6b8c977e8 · outbound

This paper cites an unresolved cited work.

Beyond Ideal Instruction: A Comprehensive Framework for Evaluating LLMs in Realistic Interactions Unresolved cited work

Reference 17

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source=pdf_text observed=2026-06-28T10:09:33.243713Z digest=sha256:88e643331d721e06f9721d2e1e2048143fcfc7e4e80b84eee3f12892ae931ab5

Observation 229253bf-417e-4182-8931-429dd47c29bf · outbound

This paper cites an unresolved cited work.

Beyond Ideal Instruction: A Comprehensive Framework for Evaluating LLMs in Realistic Interactions Unresolved cited work

Reference 18

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source=pdf_text observed=2026-06-28T10:09:33.243713Z digest=sha256:b72d0fef35a477f8a37ccadf020fb95c76ba2c56add7aa8bf641ba8bea517578

Observation 92b22689-1e0c-4652-8c5e-f63674407817 · outbound

This paper cites an unresolved cited work.

Beyond Ideal Instruction: A Comprehensive Framework for Evaluating LLMs in Realistic Interactions Unresolved cited work

Reference 19

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source=pdf_text observed=2026-06-28T10:09:33.243713Z digest=sha256:81847a991ae4847acb08752606bbfae91197354f568fa476fae8e724b9b35021

Observation ecc280bf-e4f4-41d3-9925-9bb6814b8eff · outbound

This paper cites an unresolved cited work.

Beyond Ideal Instruction: A Comprehensive Framework for Evaluating LLMs in Realistic Interactions Unresolved cited work

Reference 20

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T10:09:33.243713Z digest=sha256:39165c38186c954354f5474ef7fc912ec345245abe8a7a253ec19c8b1ec25bc3

Observation 5f3fe018-bff7-4330-94a3-2df7d0c98fa8 · outbound

This paper cites A rare 0-tool plan is allowed only when task_type is clarify_then_execute or refuse_or_scope.

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

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T10:09:33.243713Z digest=sha256:6c7871df83227fc707501dde62c2b15442732cac944dde084f9abbba20735b0a

Observation bc0d72d9-a08a-4391-9ea8-326552776e88 · outbound

This paper cites an unresolved cited work.

Beyond Ideal Instruction: A Comprehensive Framework for Evaluating LLMs in Realistic Interactions Unresolved cited work

Reference 22

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no resolver link, observed 2026-06-28T10:09:33.243713Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T10:09:33.243713Z digest=sha256:378c45bd5cb6b16b39433b9455e216c9208b3fec64ef944df2d12b86b2848d12

Observation 50fa1e38-b2b4-49bc-88b0-e8540df1515b · outbound

This paper cites an unresolved cited work.

Beyond Ideal Instruction: A Comprehensive Framework for Evaluating LLMs in Realistic Interactions Unresolved cited work

Reference 23

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no resolver link, observed 2026-06-28T10:09:33.243713Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T10:09:33.243713Z digest=sha256:69854ac9a1b1a21c1d4af3da70a806dd259bd1cb8cc741bad4080a5d0c881e8f

Observation 2f4928d7-6253-4765-907b-bb6c9ac9e90e · outbound

This paper cites an unresolved cited work.

Beyond Ideal Instruction: A Comprehensive Framework for Evaluating LLMs in Realistic Interactions Unresolved cited work

Reference 24

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source=pdf_text observed=2026-06-28T10:09:33.243713Z digest=sha256:81021d9a1fb05961654131ec89871f7fa7a91116a1125e64dc735db6a1fa7d81

Observation 9a309e2e-3977-48c5-aa48-3e4f17c1d969 · outbound

This paper cites an unresolved cited work.

Beyond Ideal Instruction: A Comprehensive Framework for Evaluating LLMs in Realistic Interactions Unresolved cited work

Reference 25

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source=pdf_text observed=2026-06-28T10:09:33.243713Z digest=sha256:a3f119abcea717a817dff58619b31bff9c06f8994998b8d7cce9e8baa3a7055a

Observation 2c066d59-2a71-4d7c-b52d-a15359432d7e · outbound

This paper cites an unresolved cited work.

Beyond Ideal Instruction: A Comprehensive Framework for Evaluating LLMs in Realistic Interactions Unresolved cited work

Reference 26

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source=pdf_text observed=2026-06-28T10:09:33.243713Z digest=sha256:54c18a621ce2b78c1f0b46a3b2df6ca2796b9d0a976f67c2d70abea6ee1abff2

Observation 91fae4cb-8725-40fb-8565-08fe740d453d · outbound

This paper cites Prefer execute unless the prompt explicitly calls for a clarification-heavy or refusal-heavy task.

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

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source=pdf_text observed=2026-06-28T10:09:33.243713Z digest=sha256:4982529fe17233cb3cd8a68d236f56511f68a793f69ae0d808c9b030578a7289

Observation 9c9f670a-6e31-4c72-8210-ee393068c76e · outbound

This paper cites an unresolved cited work.

Beyond Ideal Instruction: A Comprehensive Framework for Evaluating LLMs in Realistic Interactions Unresolved cited work

Reference 28

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source=pdf_text observed=2026-06-28T10:09:33.243713Z digest=sha256:cf90ea2b499aa81110b5f511abd011db61a33a4da8370603dd5fded8dd603d13

Observation 85c3d1fb-41e8-4700-b00c-27969f81c2da · outbound

This paper cites an unresolved cited work.

Beyond Ideal Instruction: A Comprehensive Framework for Evaluating LLMs in Realistic Interactions Unresolved cited work

Reference 29

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source=pdf_text observed=2026-06-28T10:09:33.243713Z digest=sha256:a4cb7e4fc00073b1c66da80e0d5c6361092efdc3cca3f4b3f49eb5b16d8eb2e2

Observation 535c3d85-c4fc-463a-8a31-ac0ac4496320 · outbound

This paper cites goal_summary.

Beyond Ideal Instruction: A Comprehensive Framework for Evaluating LLMs in Realistic Interactions goal_summary

Reference 30

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source=pdf_text observed=2026-06-28T10:09:33.243713Z digest=sha256:f32f2d1bd3014c1de532c13024f8370a50822981a89ffa4cabfe40391c55187d

Observation f9fd2dd3-95a8-400b-95f3-c2117dc76656 · outbound

This paper cites an unresolved cited work.

Beyond Ideal Instruction: A Comprehensive Framework for Evaluating LLMs in Realistic Interactions Unresolved cited work

Reference 31

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source=pdf_text observed=2026-06-28T10:09:33.243713Z digest=sha256:bcf13dc989f8dabe042dbe9b71a13114dce9023ff090e5682ed89b537c779599

Observation eca8e7df-c427-4dfe-8c42-12fa30866342 · outbound

This paper cites an unresolved cited work.

Beyond Ideal Instruction: A Comprehensive Framework for Evaluating LLMs in Realistic Interactions Unresolved cited work

Reference 32

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source=pdf_text observed=2026-06-28T10:09:33.243713Z digest=sha256:2b9f79d77ca556302986289a55d433f3b096ee15f2dbfee4eaf6629b762395e7

Observation 7f5844dd-1e59-4fe7-90c0-33bc9a6171d4 · outbound

This paper cites an unresolved cited work.

Beyond Ideal Instruction: A Comprehensive Framework for Evaluating LLMs in Realistic Interactions Unresolved cited work

Reference 33

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source=pdf_text observed=2026-06-28T10:09:33.243713Z digest=sha256:fbe82d1e415aed959c52d49f4dba4befa6e5be1a8d343d6ffca46cfe2585fa8e

Observation 61e99b55-7718-4bba-8d5f-1d4db6efeafe · outbound

This paper cites an unresolved cited work.

Beyond Ideal Instruction: A Comprehensive Framework for Evaluating LLMs in Realistic Interactions Unresolved cited work

Reference 34

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source=pdf_text observed=2026-06-28T10:09:33.243713Z digest=sha256:868a883e3170282bfe33ba8d05e3122516ebb17cc2c162e964644b0dbecc357b

Observation 74120e64-47f4-4acc-8e0f-db4222ae5c20 · outbound

This paper cites an unresolved cited work.

Beyond Ideal Instruction: A Comprehensive Framework for Evaluating LLMs in Realistic Interactions Unresolved cited work

Reference 35

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T10:09:33.243713Z digest=sha256:bd4bc88d2563221521e89ebc3930c6df6f0bf9fd6abc395ce1102c8f9e9bf5b9

Observation 1ee6eacf-d171-49e6-beae-68984adff54e · outbound

This paper cites an unresolved cited work.

Beyond Ideal Instruction: A Comprehensive Framework for Evaluating LLMs in Realistic Interactions Unresolved cited work

Reference 36

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source=pdf_text observed=2026-06-28T10:09:33.243713Z digest=sha256:0ca6ff70e4ef6561f6895f724e79e13d4ea780436da023b419b1ecdb10123378

Observation 9a17f7bd-20ce-42e1-b131-50c988ac340d · outbound

This paper cites an unresolved cited work.

Beyond Ideal Instruction: A Comprehensive Framework for Evaluating LLMs in Realistic Interactions Unresolved cited work

Reference 37

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source=pdf_text observed=2026-06-28T10:09:33.243713Z digest=sha256:b489472ce61a45f35b3398d81173e8addd7c2b035b643826951862048c25a804

Observation c453cd66-797d-427c-ae36-5cfb688ff7de · outbound

This paper cites an unresolved cited work.

Beyond Ideal Instruction: A Comprehensive Framework for Evaluating LLMs in Realistic Interactions Unresolved cited work

Reference 38

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source=pdf_text observed=2026-06-28T10:09:33.243713Z digest=sha256:037a8868570f356477bd7fc9f00aa929a534abda0faac37729f1699088091384

Observation d255273c-c62f-41e8-91c3-23bd6bb1c90d · outbound

This paper cites user_turns.

Beyond Ideal Instruction: A Comprehensive Framework for Evaluating LLMs in Realistic Interactions user_turns

Reference 39

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source=pdf_text observed=2026-06-28T10:09:33.243713Z digest=sha256:ccc31770e2e230ff15d465882efe6d4252c086e89848aeb34a17d235ca7b0390

Observation 59ba4306-a744-4f22-a5f8-9f7a00d24ebf · outbound

This paper cites an unresolved cited work.

Beyond Ideal Instruction: A Comprehensive Framework for Evaluating LLMs in Realistic Interactions Unresolved cited work

Reference 40

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source=pdf_text observed=2026-06-28T10:09:33.243713Z digest=sha256:2300641ca634cf6efa8a908adac2e841db3a9c6631ba68440d3adb0b0de63633

Observation e6d6adc9-eae4-4f81-b196-fb655d66dd65 · outbound

This paper cites an unresolved cited work.

Beyond Ideal Instruction: A Comprehensive Framework for Evaluating LLMs in Realistic Interactions Unresolved cited work

Reference 41

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source=pdf_text observed=2026-06-28T10:09:33.243713Z digest=sha256:84a66ad2b953abe2ce9cdebb378b32da1d52ee84477f050f16719da81e105ba6

Observation 3f1c4674-10c6-4f16-b0f8-c7abb3178c03 · outbound

This paper cites Do not change the task_summary, expected_outcome, linked tool-step alignment, tool plan, or final target state.

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

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source=pdf_text observed=2026-06-28T10:09:33.243713Z digest=sha256:8cbc3fc837216418f87f1752b944f5a507a287a6718f810452052167c8304189

Observation b6c79880-3e10-4d25-96e8-88630ee6b821 · outbound

This paper cites an unresolved cited work.

Beyond Ideal Instruction: A Comprehensive Framework for Evaluating LLMs in Realistic Interactions Unresolved cited work

Reference 43

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no resolver link, observed 2026-06-28T10:09:33.243713Z

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source=pdf_text observed=2026-06-28T10:09:33.243713Z digest=sha256:4e7d7466b84a1d74894d5a5b8c5592eed8b00cd859a6e05220431b8aeeb202e3

Observation d9a8ff26-5853-42ed-a4d1-d743f311fe76 · outbound

This paper cites an unresolved cited work.

Beyond Ideal Instruction: A Comprehensive Framework for Evaluating LLMs in Realistic Interactions Unresolved cited work

Reference 44

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source=pdf_text observed=2026-06-28T10:09:33.243713Z digest=sha256:ac35f38e8c07e3b1fbaea7078dbb9e7aa558086c4e2c43b3d569a1995ab854a1

Observation a80885f5-fc07-4df3-a3d8-807aa261f1fb · outbound

This paper cites Any noisy side remark must still leave the original task recoverable directly or through clarification.

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

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source=pdf_text observed=2026-06-28T10:09:33.243713Z digest=sha256:ef36b8693ec152e287986a1952c642f835dcc6cfefc8d5b3ed80af6b752be5aa

Observation 7ecc1747-698c-42ae-ae6b-c928b668e5d0 · outbound

This paper cites an unresolved cited work.

Beyond Ideal Instruction: A Comprehensive Framework for Evaluating LLMs in Realistic Interactions Unresolved cited work

Reference 46

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no resolver link, observed 2026-06-28T10:09:33.243713Z

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source=pdf_text observed=2026-06-28T10:09:33.243713Z digest=sha256:cbe2831ac197860c47021ffd082d36bd25496ae83c65992326d37d030ae40297

Observation 23771219-8118-4751-8fee-9f9c184f043c · outbound

This paper cites rewritten_user_turns.

Beyond Ideal Instruction: A Comprehensive Framework for Evaluating LLMs in Realistic Interactions rewritten_user_turns

Reference 47

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source=pdf_text observed=2026-06-28T10:09:33.243713Z digest=sha256:97c3460123c53d885c35eafa4fd769dcec7bc1657cfe76cd04e0dbfd927988da

Observation 73eda2b4-91ee-409f-a227-d811a957bb89 · outbound

This paper cites - Sub-goals must be logically sequenced: each turn’s sub-goal should build on prior turns and not duplicate work already implied.

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

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no resolver link, observed 2026-06-28T10:09:33.243713Z

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source=pdf_text observed=2026-06-28T10:09:33.243713Z digest=sha256:9d4916c84857a8d2a0ac87d490caabec0a96eccb2f60af16fceb47ef6b5801b6

Observation 484f0020-9445-4cd5-b9e3-ac1bedbb6e7e · outbound

This paper cites - The agent must never be forced to guess a parameter whose value has not been exposed anywhere in the conversation so far.

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

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source=pdf_text observed=2026-06-28T10:09:33.243713Z digest=sha256:186aa7e819b20824c58cc478d390c1b14de4c723eb8732f01ba7fee2c6cf9275

Observation 836b7483-260d-4b86-86c2-62c86a723ace · outbound

This paper cites INTENT, LEAK.

Beyond Ideal Instruction: A Comprehensive Framework for Evaluating LLMs in Realistic Interactions INTENT, LEAK

Reference 50

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source=pdf_text observed=2026-06-28T10:09:33.243713Z digest=sha256:187f5de2aae3db262c5980a1cba5687b7cc6f5e0468055eec3c421d9a145a128

Observation 553cfa11-f819-4731-a716-c7293a360a75 · outbound

This paper cites an unresolved cited work.

Beyond Ideal Instruction: A Comprehensive Framework for Evaluating LLMs in Realistic Interactions Unresolved cited work

Reference 51

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no resolver link, observed 2026-06-28T10:09:33.243713Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T10:09:33.243713Z digest=sha256:cae944a3ffcfe1c27c7b9853eea7292b86f8820dd0821c11f48dca2609d929ce

Observation 10e81873-af99-4f6b-a1ff-fd29efee4373 · outbound

This paper cites an unresolved cited work.

Beyond Ideal Instruction: A Comprehensive Framework for Evaluating LLMs in Realistic Interactions Unresolved cited work

Reference 52

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no resolver link, observed 2026-06-28T10:09:33.243713Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T10:09:33.243713Z digest=sha256:564aa45d507990446417e76a7fd418031376f5014f76c438f72a6d3aff41a34f

Observation 7b962164-113e-4f04-abd7-95a138bd2574 · outbound

This paper cites faithfulness_score.

Beyond Ideal Instruction: A Comprehensive Framework for Evaluating LLMs in Realistic Interactions faithfulness_score

Reference 53

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Source-reported events for the cited work

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source=pdf_text observed=2026-06-28T10:09:33.243713Z digest=sha256:e16bcc243c9cbd373889b73f8833ef0ad9237d6429910f201da33f80c0412617

Pith citing papers

No inbound Pith citation observations are available.