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Paper Citation Record · LEDGER

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

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.

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 2026-08-05T06:32:48.257954+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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-06-28T10:09:33.243713Z digest=sha256:55bc10cc9cf75556de7880557b33bba9fccafcd5fb0648349f047b349af43988

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=sha256:123405eaccccbf766437510b1948b7578e276f0d6fae13dc494b2de2be1fad4c

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=sha256:9896e251b9d9da311a18ad7efc58427995e5bc95e44653f54020249737b3c2aa

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=sha256:9804eae416ad6661a4b417c48e757dcf7da3f03405e49a818561cc57a32574df

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=pdf_text observed=2026-06-28T10:09:33.243713Z digest=sha256:7cd74c1c5f9e2ebcf895370c9ea9c02444e06232284a7e26c267bd78272c014e

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=sha256:66bfd2548293e9af69ba37e2ade1416695c68c01a3394e52dfe48211189212b7

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:d729693c5eb7f47bc1dd0936ff3ccc63bb3ab7afca79ee5d8bd52a7b00d62acf

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=sha256:0455761b8cc29f4382ff51f4e0c183865f59b2d32622d2716a6ec523b49fdc31

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=sha256:8ae3c8d3241d4879a4041c48b476867bc5e7384d0d549bf49e78718aa9f5769c

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=pdf_text observed=2026-06-28T10:09:33.243713Z digest=sha256:d7882e40ee799aab92c7f40e87b3f1ad37cb982a9a2e7aaacbc6dbe126f358c3

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=sha256:1a472aef59f1bd8b545adc79e0bac61ce77c65252277dc80d2992e0956131b09

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:ff9f0af4eadf7a0cd873b6cf77d9363e86823c0ff3998b2cd621960bb73bdd84

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:a777a1707f0f970e9a4dc667be140eb3ffd785c2250a098c2eea4dc3f426464c

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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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T10:09:33.243713Z digest=sha256:15d932b0a420eea779bc8d39411289608b7ec5e8d1d2e9cecd26a8be80dd29dc

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

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source=pdf_text observed=2026-06-28T10:09:33.243713Z digest=sha256:9ec3ca7f82812970800de1a0cc39be3342f3d58b6138596f29981e5005635d7c

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=sha256:709328156e3fb5bb63cd5bc478266e1fd06f3643a2bef7b1e1e2cbea377a1dfc

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=sha256:647873865aa368aa3005fc2771c4160614c4f2817aa2656a74c9108acb88ef2c

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=sha256:7d66bc1518ad35080405188af2da66eecae3d95baf3850e4b3c307d4a0480c28

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=sha256:15f3e1fd622c9d13eb7c2811e77fc63df2a33ad5d0e8a7251134a5f00ad21d63

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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source=pdf_text observed=2026-06-28T10:09:33.243713Z digest=sha256:b00009bedf8edc588fc84f8fba1dd220d554698f1970ae2a5c1668a6522da942

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:d9c1a839e266931c1fea594704a802ecafb148f953b3bcd6671fd76e5749c473

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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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T10:09:33.243713Z digest=sha256:c665da9d707bef0275061cbb82a096aab79cf8d64d8e567ead26f61244388110

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

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T10:09:33.243713Z digest=sha256:1c7bc6e771c7ebcdb486f609117030359cb3fb0d28b8d83cfa5ac6f7ef6d3aa5

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=sha256:472acabdffb4096ecfde421ab16dbfdf48aec5a5fdd19e81c3dfe33b0c78856a

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:bbb06e6bf0223222090b86c9e6188ce968acbeb3c9d25f342282e164bba6106d

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=sha256:15b7b54e50dc45289ed163033df2c83e82046a9cdeb470321f315a955f7413a3

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:ceb94e912430ee2818f3b5802881c5734ea679078d9719d66e613b4fcb984baa

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=sha256:1795e58013a4537c662e4ed33327d07ac88f100b5401ef4e31085711393e1ecb

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=sha256:8998387fc0151752316fa2a70e906c0183c93836b0860578824ec91f2e6e1d21

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=sha256:2f950454dc08dac26baec439947b1ce1b22bea6c1e8efc7a51ac9c854b78f560

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=sha256:02c6731378b8e023b1e4b6e87905e74c2e745a59534956895c6073f2afa01ba9

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:c36888cec87711d3b5dbfb0a1617029d5ec12460cb9932a15c1f25f83323fa45

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:a6a51659e099b8832dea611281fbcf972a463377b84e1072255875b24a033688

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=sha256:5147c1cd801cdbb95982640dabc1c3a82ea685c07643d4fdbdeb0b244c87ad40

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=sha256:6e667ec209268972623350fb6c1cf4d300ae21cbd1d4432bd2ea9973b2062858

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=sha256:9ff4d30db964151ce5f9432cd853d63972fb63b68fd56894c5406d28bdf1c2f2

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:ef694c392806101dae2e1571816e15ee9ac7554b4485af7754fcc2caf86de721

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=sha256:1183ff1e2dc766d67f3acf667c1f968da9dd8698f7b572437ee27feb6688feb8

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:a81122317239ddd6af6c054c6528299539e4dc294d632879a985358900c8dca1

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-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T10:09:33.243713Z digest=sha256:597bfc0d0fff09f23476f76c17b9cb3e08e16b1eca0c9698bacd9a04ecdfc1f2

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=sha256:860bb788c872229d5553a1cceb32de56723e91ba3e61d898a2bea10e04efaa91

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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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:bc0901c11c61fc5d63777850c8a19122564783a085f620ae92eabe9ca1f6bd8c

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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Source-reported events for the cited work

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source=pdf_text observed=2026-06-28T10:09:33.243713Z digest=sha256:976089a2eda9b03188396dac936313ad062b76e2d7c582dc48334e799e317b56

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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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=sha256:6eeab45beb2aec4c0ed5fa8cd1a90c151b7ea31dfd336ae09929fc127726cd0e

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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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=sha256:97b00be35b10467bceb6210f9592f00460aa8a5e0932bfd484b64afb19f22015

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

Source-reported events for the cited work

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source=pdf_text observed=2026-06-28T10:09:33.243713Z digest=sha256:7cf7509b6a9f65060cd8c6026086a170b7d342f3b39db5c3a7672ee0e425ca8a

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

Resolution
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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=sha256:9f5ecf5c370163956f071dff8c32dd8a3e4c7fb7fc6cc8a97b366f87facecfb0

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

Resolution
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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:cedb36a607e170e6bcbe193ec8a42f55956c0e1cbb6ba3e6b91d06c018f50d24

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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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:b9f18f4be835a5c38dec2af8d736eb2afd7e627f5168ba1e50c20ade9238bcbd

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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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:f5fe0ce2a0dfcd079fd9be52521b3cb2741e4cc9d4fca677c99b9ec6535bd588

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

Resolution
unresolved
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=sha256:390b2501c55f82f852b9f1fa59cbd824f833eac64932f371560b07726646b528

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

Resolution
unresolved
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=sha256:776657da0935c0afd0264a77b25cea7d3170974987577d828b97ce4c47e0b8c8

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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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=sha256:935b7e9f5fcbf0f3ab43d37c30aa2a07d007d3512958324a27cb05cfcfe0c0ae

Pith citing papers

No inbound Pith citation observations are available.