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Paper Citation Record · LEDGER

Agent-Based Detection and Resolution of Incompleteness and Ambiguity in Interactions with Large Language Models

As of 20 August 2026, this Paper Citation Record lists 73 of 73 outbound references and 0 inbound Pith citation observations for arXiv:2507.03726.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2507.03726 v1

Coverage vector

measured 73 of 73 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T20:09:02.883946Z

measured 73 of 73 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+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

73 of 73 outbound references displayed

  • verified exact1
  • verified fuzzy59
  • unresolved13
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 482a4ebe-52d9-40c9-ba5e-687fc1ddda82 · outbound

This paper cites GPT-4 Technical Report.

Agent-Based Detection and Resolution of Incompleteness and Ambiguity in Interactions with Large Language Models GPT-4 Technical Report

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-06T20:08:54.451909Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T20:08:54.451909Z digest=sha256:4e61a17d19826b3bbe4e06e8d1896933c7b8148d05507ccfa3b761d0e27230a1

Observation a274a69b-fb89-4019-bac2-d5d6e8285772 · outbound

This paper cites Understanding and answering incomplete questions.

Agent-Based Detection and Resolution of Incompleteness and Ambiguity in Interactions with Large Language Models Understanding and answering incomplete questions

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:09:16.932434Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T20:08:54.528279Z digest=sha256:20cb48f0822c3ea8d3eb951bf82131d776130f2b4cfcfe250ccf493e91d7d43e

Observation b227a588-5756-43c5-8946-62089b6c7493 · outbound

This paper cites Detecting ambiguity in conversational systems.

Agent-Based Detection and Resolution of Incompleteness and Ambiguity in Interactions with Large Language Models Detecting ambiguity in conversational systems

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:09:16.748756Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T20:08:54.645158Z digest=sha256:febbdba0b43b13b7d68adf3f352b53eb01df23403c4b3d18927d507885abe6ef

Observation 9e20479f-28a5-4f29-af65-7416b30fc20e · outbound

This paper cites Artificial intelligence—a modern approach by stuart russell and peter norvig, prentice hall.

Agent-Based Detection and Resolution of Incompleteness and Ambiguity in Interactions with Large Language Models Artificial intelligence—a modern approach by stuart russell and peter norvig, prentice hall

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:09:16.587192Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T20:08:54.756635Z digest=sha256:cadfe34797a2c79aa883bac17c4f02f49aaa46d138c1a793f8495e9713a4475e

Observation 6b4d609d-c3a7-4fe0-96ca-d803036b17d2 · outbound

This paper cites Multiwoz-a large-scale multi-domain wizard-of-oz dataset for task-oriented dialogue modelling.

Agent-Based Detection and Resolution of Incompleteness and Ambiguity in Interactions with Large Language Models Multiwoz-a large-scale multi-domain wizard-of-oz dataset for task-oriented dialogue modelling

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:09:16.475830Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T20:08:54.869253Z digest=sha256:fc42039ff8d71b8ff8679f171161e360fef0209de20b76fb9f6062337a5855f3

Observation c5ed2943-7ccb-4307-83dd-15954e95cef6 · outbound

This paper cites MultiWOZ - a large-scale multi-domain Wizard-of-Oz dataset for task-oriented dialogue modelling.

Agent-Based Detection and Resolution of Incompleteness and Ambiguity in Interactions with Large Language Models MultiWOZ - a large-scale multi-domain Wizard-of-Oz dataset for task-oriented dialogue modelling

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-06T20:08:54.933637Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T20:08:54.933637Z digest=sha256:645ef9d293a9cbefc6c211ed43713638764409ca8ba123b42af4e53ba9edc30f

Observation ebdbbe2a-7d69-421c-9809-2f76f9aad93d · outbound

This paper cites Preferences for single-turn vs.

Agent-Based Detection and Resolution of Incompleteness and Ambiguity in Interactions with Large Language Models Preferences for single-turn vs

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:09:16.269698Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T20:08:55.051762Z digest=sha256:4a4e2ff96be228fd18db8d50e6be91e5fe9a3957e21b988d8f0fe6fcbbecba06

Observation 01c57049-e2b1-4a31-9f0a-4732908eac37 · outbound

This paper cites An empirical study of in-context learning in LLMs for machine transla- tion.

Agent-Based Detection and Resolution of Incompleteness and Ambiguity in Interactions with Large Language Models An empirical study of in-context learning in LLMs for machine transla- tion

Reference 8

Resolution
verified exact
doi, observed 2026-08-06T20:09:03.265364Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T20:08:55.201291Z digest=sha256:1e6f1fcc21384d188920b8b16b28b99e3bd061d84b8d7eb4ed5bf0e0a9e903b5

Observation 2d7dc366-dc61-47da-98b1-86b6df8b6553 · outbound

This paper cites An empirical study of in-context learning in llms for machine translation.

Agent-Based Detection and Resolution of Incompleteness and Ambiguity in Interactions with Large Language Models An empirical study of in-context learning in llms for machine translation

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:09:16.048672Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T20:08:55.317672Z digest=sha256:376a9510e6f38f42a4121cf4d80c7634e1ef54c4fe130dfb8b363e18dae76d39

Observation 5378f38d-b55f-463e-8b5e-88579b760a77 · outbound

This paper cites Llm contextbridge: a hybrid approach for intent and dialogue understanding in ivsr.

Agent-Based Detection and Resolution of Incompleteness and Ambiguity in Interactions with Large Language Models Llm contextbridge: a hybrid approach for intent and dialogue understanding in ivsr

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:09:15.838298Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T20:08:55.465445Z digest=sha256:87c44ca11446ade8ee4e952b329b4e614408f7dd3f20faa64fc5459ea15f8605

Observation ab282a37-6022-4644-8b0f-3c0aeee332b2 · outbound

This paper cites Selectively answering ambiguous questions.

Agent-Based Detection and Resolution of Incompleteness and Ambiguity in Interactions with Large Language Models Selectively answering ambiguous questions

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:09:15.533574Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T20:08:55.563753Z digest=sha256:f03a4ce1ed3de5cbebac7a47018ead710dd9f882bf08a429ff1a1c54a3cac3f4

Observation 4beb01ba-4b91-4d9b-8fb2-94ed642a6756 · outbound

This paper cites Selectively answering ambiguous questions.

Agent-Based Detection and Resolution of Incompleteness and Ambiguity in Interactions with Large Language Models Selectively answering ambiguous questions

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-06T20:08:55.687791Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T20:08:55.687791Z digest=sha256:ee645030f7408b3871d084d37f49fe31cfaa437263cfc231b80de85e25a23e8f

Observation bc06326f-95ea-4c88-9c2c-c768b78c925f · outbound

This paper cites A short survey on end-to-end simple question answering systems.

Agent-Based Detection and Resolution of Incompleteness and Ambiguity in Interactions with Large Language Models A short survey on end-to-end simple question answering systems

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:09:15.311510Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T20:08:55.812499Z digest=sha256:f8f025d089295b199f8b3bf93376c4d771a24b200f530c8e2217be90462b8b86

Observation 5afb8345-2aef-40c4-8aef-a7c294dc59a6 · outbound

This paper cites Conversate: supporting reflective learning in interview practice through interactive simulation and dialogic feedback.

Agent-Based Detection and Resolution of Incompleteness and Ambiguity in Interactions with Large Language Models Conversate: supporting reflective learning in interview practice through interactive simulation and dialogic feedback

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:09:15.149878Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T20:08:55.940115Z digest=sha256:3745f34a0cb538de9bf34ba4376bc2e3165cad7ecf816e2542aae4e8dca05a36

Observation 92f9af42-1433-436c-9ee1-b25bd2c1ffd4 · outbound

This paper cites A survey on in-context learning.

Agent-Based Detection and Resolution of Incompleteness and Ambiguity in Interactions with Large Language Models A survey on in-context learning

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:09:14.984288Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T20:08:56.060518Z digest=sha256:44c8066e3defd8552cfe3975eae3bb50383c1e5e2dbd820c63ecb3a73a814863

Observation 5d2d2228-8c30-4efb-8d74-9d98e5cfc8a8 · outbound

This paper cites A survey on in-context learning.

Agent-Based Detection and Resolution of Incompleteness and Ambiguity in Interactions with Large Language Models A survey on in-context learning

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-06T20:08:56.173722Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T20:08:56.173722Z digest=sha256:35c92727dadcedbc040818fdcaa2cd09ddad657ae5da0a6e2c14f4dfdf18146b

Observation 88179887-b550-46ae-a4b4-3ebe6e7d269b · outbound

This paper cites AI hospital: bench- marking large language models in a multi-agent medical interaction simulator.

Agent-Based Detection and Resolution of Incompleteness and Ambiguity in Interactions with Large Language Models AI hospital: bench- marking large language models in a multi-agent medical interaction simulator

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:09:14.798611Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T20:08:56.276871Z digest=sha256:bc72e55144b5bedd886b1b6d53091bb0d38127a738c22c4959821e4dfee707c5

Observation 88eaa78d-5350-448b-a263-c1853cf9f424 · outbound

This paper cites Learning towards conversational ai: a survey.

Agent-Based Detection and Resolution of Incompleteness and Ambiguity in Interactions with Large Language Models Learning towards conversational ai: a survey

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:09:14.614478Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T20:08:56.381504Z digest=sha256:aa1ec1f161b1b200f3bb2f9808e8a6688eaa54eb1fe6456721ef2db95a7d0865

Observation d08c5a2a-062e-4fda-88a4-74ee6f6e26ec · outbound

This paper cites Multi-turn dialogue agent as sales’ assistant in telemarketing.

Agent-Based Detection and Resolution of Incompleteness and Ambiguity in Interactions with Large Language Models Multi-turn dialogue agent as sales’ assistant in telemarketing

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:09:14.494447Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T20:08:56.485194Z digest=sha256:ea84627a92049a6d97f91b80f328545d05be2d7a0e7ef1a45be40d6727296192

Observation 6d4eb864-15e1-4e47-87f5-15af28c85d81 · outbound

This paper cites Answering ambiguous questions through generative evidence fusion and round-trip prediction.

Agent-Based Detection and Resolution of Incompleteness and Ambiguity in Interactions with Large Language Models Answering ambiguous questions through generative evidence fusion and round-trip prediction

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:09:14.329889Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T20:08:56.574765Z digest=sha256:5b1c7cb1eb0217e6f55aecdd7b89600c3f528b2b2c700cd154835f2816858c03

Observation be280e56-9bdf-43cd-bd35-29de6f124b40 · outbound

This paper cites Arnold, and Bing Xiang.

Agent-Based Detection and Resolution of Incompleteness and Ambiguity in Interactions with Large Language Models Arnold, and Bing Xiang

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-06T20:08:56.680484Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T20:08:56.680484Z digest=sha256:d98947136a55eb484a575e45f0c05e8804919969534c47752587ecf52b179b1b

Observation b97cf12b-cf49-4c22-82fa-7767bc190f28 · outbound

This paper cites Dr3: ask large language models not to give off-topic answers in open domain multi-hop question answering.

Agent-Based Detection and Resolution of Incompleteness and Ambiguity in Interactions with Large Language Models Dr3: ask large language models not to give off-topic answers in open domain multi-hop question answering

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:09:14.125524Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T20:08:56.781699Z digest=sha256:3e60d8ea210bd4e5aab712ce94fd3b34a0e558ce4ac64bb5cecf66ed70be166c

Observation 65b0f8b6-bc25-46b6-ad26-bfdbec1406df · outbound

This paper cites Estimate and Replace: A Novel Approach to Integrating Deep Neural Networks with Existing Applications.

Agent-Based Detection and Resolution of Incompleteness and Ambiguity in Interactions with Large Language Models Estimate and Replace: A Novel Approach to Integrating Deep Neural Networks with Existing Applications

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-06T20:08:56.878143Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T20:08:56.878143Z digest=sha256:f31a6c41e0a3905b4845dc4ff4a6b4dc0493d1a61f92b8c08b822d0a4e753231

Observation fb85cd61-4e45-42b8-ba87-1b18a065d6c4 · outbound

This paper cites Retrieving supporting evidence for generative question answering.

Agent-Based Detection and Resolution of Incompleteness and Ambiguity in Interactions with Large Language Models Retrieving supporting evidence for generative question answering

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:09:13.972742Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T20:08:56.982184Z digest=sha256:44381d1fde2f5cde4e6ac03215c48b3da1b63abf11c617596fe3823fdf135e9d

Observation 80813f46-0d40-4db4-8cc3-2951a2469fa4 · outbound

This paper cites Paraqa: a question answering dataset with paraphrase responses for single-turn conversation.

Agent-Based Detection and Resolution of Incompleteness and Ambiguity in Interactions with Large Language Models Paraqa: a question answering dataset with paraphrase responses for single-turn conversation

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:09:13.658729Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T20:08:57.090570Z digest=sha256:3423a70c1ef081ddaab159dfb41593e6d691f5d88fe970487365740c8dcc9cc5

Observation 60f3195b-db82-4705-a25f-cb1a5245fdbe · outbound

This paper cites Scope ambiguities in large language models.

Agent-Based Detection and Resolution of Incompleteness and Ambiguity in Interactions with Large Language Models Scope ambiguities in large language models

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:09:13.354703Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T20:08:57.190462Z digest=sha256:2ea42937209013099861f8865cc5f20745270dd0fa35d4db37bdc4b00accc4e8

Observation 030105e0-4993-4289-b054-bda7f3000fa6 · outbound

This paper cites Scope ambiguities in large language models.

Agent-Based Detection and Resolution of Incompleteness and Ambiguity in Interactions with Large Language Models Scope ambiguities in large language models

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-06T20:08:57.307621Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T20:08:57.307621Z digest=sha256:ae787e38ebf72602277c8af2f6c984e1c08e23f023a05e02ca7da1356e7ac808

Observation 197fe688-43ef-4a5a-81eb-491ad9ccc1bb · outbound

This paper cites Do llms understand ambiguity in text? a case study in open-world question answering.

Agent-Based Detection and Resolution of Incompleteness and Ambiguity in Interactions with Large Language Models Do llms understand ambiguity in text? a case study in open-world question answering

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:09:13.115833Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T20:08:57.391811Z digest=sha256:bb665be8a3d8c79065ac7b9ecc36d75754cda1812a57bbc4fb93882d904a9120

Observation 24d9552c-22c8-4a92-bae9-65d0e9011e64 · outbound

This paper cites Bert: pre-training of deep bidirectional transformers for language understanding.

Agent-Based Detection and Resolution of Incompleteness and Ambiguity in Interactions with Large Language Models Bert: pre-training of deep bidirectional transformers for language understanding

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:09:12.791256Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T20:08:57.465044Z digest=sha256:35a6ec4ab228216988f6516dbe57c0b2ef4445bbb40f5fa627d52bbab1f41e78

Observation e19f65ee-936d-42a5-a7ae-d177c990522a · outbound

This paper cites Aligning language models to explicitly handle ambiguity.

Agent-Based Detection and Resolution of Incompleteness and Ambiguity in Interactions with Large Language Models Aligning language models to explicitly handle ambiguity

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:09:12.427033Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T20:08:57.563453Z digest=sha256:ac95119274528a6c4023a46406b3d56d2d0b77dce2663a67ad437c12e18c6129

Observation 552c0913-0c82-47b6-a172-4874eb72f1db · outbound

This paper cites Aligning language models to explicitly handle ambiguity.

Agent-Based Detection and Resolution of Incompleteness and Ambiguity in Interactions with Large Language Models Aligning language models to explicitly handle ambiguity

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-06T20:08:57.662776Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T20:08:57.662776Z digest=sha256:94de7776eb194ecd682944d994013618f3126aebb8e8f56221ebceb0cce4f1f0

Observation 97d8a61e-2a8d-4032-858c-3ffd3764959d · outbound

This paper cites Fast classification of handwritten on-line arabic characters.

Agent-Based Detection and Resolution of Incompleteness and Ambiguity in Interactions with Large Language Models Fast classification of handwritten on-line arabic characters

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:09:12.126860Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T20:08:57.736599Z digest=sha256:4f2d7029a9f85c0b8625f245a3e272bb67743b95150c5256925023f33eae3d6f

Observation 85da6617-313f-4ad3-bd95-23937e2bbcc3 · outbound

This paper cites Real-time segmentation of on-line handwritten arabic script.

Agent-Based Detection and Resolution of Incompleteness and Ambiguity in Interactions with Large Language Models Real-time segmentation of on-line handwritten arabic script

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:09:11.885855Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T20:08:57.822768Z digest=sha256:a29004cfe2adf0dc0b43d6167f740c9a278e3adc098f51956cd47fe0b8e48237

Observation 2a9791c8-9006-4ea5-99ea-0527bd206437 · outbound

This paper cites Fundamental limitations of generative llms.

Agent-Based Detection and Resolution of Incompleteness and Ambiguity in Interactions with Large Language Models Fundamental limitations of generative llms

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:09:11.462088Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T20:08:57.923986Z digest=sha256:9d11d34b0f329c0013671c15f4855ca54484160eb0ae02ede93c82e6bc7d009f

Observation 4f345189-98cb-4150-8682-7211b1b71b61 · outbound

This paper cites Conver- sational ai: an overview of methodologies, applications & future scope.

Agent-Based Detection and Resolution of Incompleteness and Ambiguity in Interactions with Large Language Models Conver- sational ai: an overview of methodologies, applications & future scope

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:09:11.186541Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T20:08:58.069760Z digest=sha256:5e90bd55bba727d6c1f59860978dac04efbbb009b3367fa832036ae36f92fd87

Observation 3d1d91c5-37ea-47ac-a4b0-e0e1b4f37213 · outbound

This paper cites Incomplete follow-up question resolution using retrieval based sequence to sequence learning.

Agent-Based Detection and Resolution of Incompleteness and Ambiguity in Interactions with Large Language Models Incomplete follow-up question resolution using retrieval based sequence to sequence learning

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:09:10.882737Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T20:08:58.173055Z digest=sha256:253c9dd15d2fc461fbec16328949878e1c32d130bb72adb74af5ec2529a4092b

Observation 506044c7-c11b-4a0f-8ec5-ab530ed96302 · outbound

This paper cites Dai, Jakob Uszkoreit, Quoc Le, and Slav Petrov.

Agent-Based Detection and Resolution of Incompleteness and Ambiguity in Interactions with Large Language Models Dai, Jakob Uszkoreit, Quoc Le, and Slav Petrov

Reference 37

Resolution
unresolved
no resolver link, observed 2026-08-06T20:08:58.269540Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T20:08:58.269540Z digest=sha256:98893a3233086283c309b01c4639f9ceed1e640de4d2f9ea3e5fc0e0f9c449bc

Observation 34f1afab-78f0-44c5-80b4-eeae7f99f90a · outbound

This paper cites S2m: converting single-turn to multi-turn datasets for conversational question answering.

Agent-Based Detection and Resolution of Incompleteness and Ambiguity in Interactions with Large Language Models S2m: converting single-turn to multi-turn datasets for conversational question answering

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:09:10.621736Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T20:08:58.396782Z digest=sha256:1caad1e65e492a20613cbdad004fd38430775de4b8fe4ea1ead248a074bfb0ec

Observation 46bd4b05-4866-4b2d-a1f5-92f4e913dddd · outbound

This paper cites Deep context modeling for multi-turn response selection in dialogue systems.

Agent-Based Detection and Resolution of Incompleteness and Ambiguity in Interactions with Large Language Models Deep context modeling for multi-turn response selection in dialogue systems

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:09:10.354738Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T20:08:58.489402Z digest=sha256:bea28cd8d210584cf5102ae3b3e1fff34aadc75fb9d94aa218309fc1e2a77570

Observation 28dfd488-1c99-4a30-9a6d-ab781a100212 · outbound

This paper cites A review of prominent paradigms for llm-based agents: tool use, planning (including rag), and feedback learning.

Agent-Based Detection and Resolution of Incompleteness and Ambiguity in Interactions with Large Language Models A review of prominent paradigms for llm-based agents: tool use, planning (including rag), and feedback learning

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:09:10.050446Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T20:08:58.643844Z digest=sha256:764353c9e203115e365d3bafe1a82aab9dd4e69ee546332f67dd4915fef33d33

Observation 4702706b-22a9-40bf-9b0c-33b60a34532c · outbound

This paper cites A review of prominent paradigms for LLM-based agents: tool use, planning (including RAG), and feedback learning.

Agent-Based Detection and Resolution of Incompleteness and Ambiguity in Interactions with Large Language Models A review of prominent paradigms for LLM-based agents: tool use, planning (including RAG), and feedback learning

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:09:09.788528Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T20:08:58.883229Z digest=sha256:161eba290613df48140c327d2ece43cc887d50d87f83c6e1236e221fa65ac816

Observation 579b8e3f-bdbf-4334-8bd2-829d7f038627 · outbound

This paper cites Dailydialog: a manually labelled multi-turn dialogue dataset.

Agent-Based Detection and Resolution of Incompleteness and Ambiguity in Interactions with Large Language Models Dailydialog: a manually labelled multi-turn dialogue dataset

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:09:09.550948Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T20:08:59.033870Z digest=sha256:013898303adc18a4ea1e253dc9491e3e71016b0774dd0325d39c0159e26b8555

Observation b13a99de-6acf-4db6-8135-da04522bfab6 · outbound

This paper cites Qa-rag: exploring llm reliance on external knowledge.

Agent-Based Detection and Resolution of Incompleteness and Ambiguity in Interactions with Large Language Models Qa-rag: exploring llm reliance on external knowledge

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:09:09.283034Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T20:08:59.151291Z digest=sha256:dd47168f6ad49444c4c0783b6ee939d589377cb74efdd55d41c0d22309bd31d6

Observation b60d3289-cfd3-4409-a5d7-4243cfec7662 · outbound

This paper cites Detecting ambiguities to guide query rewrite for robust conversations in enterprise ai assistants.

Agent-Based Detection and Resolution of Incompleteness and Ambiguity in Interactions with Large Language Models Detecting ambiguities to guide query rewrite for robust conversations in enterprise ai assistants

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:09:09.079423Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T20:08:59.273333Z digest=sha256:ccc014a4b3ad878749e1f48a704c79b9866c6a6324d66c2c636ce20fe79fd794

Observation f1cd6bb1-ebe8-471a-8853-8cbd20ccd392 · outbound

This paper cites Ambigqa: answering ambiguous open-domain questions.

Agent-Based Detection and Resolution of Incompleteness and Ambiguity in Interactions with Large Language Models Ambigqa: answering ambiguous open-domain questions

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:09:08.928893Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T20:08:59.387483Z digest=sha256:e0c47bb2f586310336fd4ddce55d8ab55bbd7bce0fd664550cd483d7f7ec00c6

Observation d90b5297-9857-44e0-aab6-231c80fdf638 · outbound

This paper cites AmbigQA: answering am- biguous open-domain questions.

Agent-Based Detection and Resolution of Incompleteness and Ambiguity in Interactions with Large Language Models AmbigQA: answering am- biguous open-domain questions

Reference 46

Resolution
unresolved
no resolver link, observed 2026-08-06T20:08:59.476941Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T20:08:59.476941Z digest=sha256:f036106c14679006cb5f626f36f67a34f8d170e51f1fad6f8c0f726db862ca65

Observation fe1e24d6-837a-4d56-8d72-557c2a68c82a · outbound

This paper cites Insurance question answering via single-turn dialogue modeling.

Agent-Based Detection and Resolution of Incompleteness and Ambiguity in Interactions with Large Language Models Insurance question answering via single-turn dialogue modeling

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:09:08.753424Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T20:08:59.611224Z digest=sha256:9a3848318c355a5805de3c91e7acafbee3b685875518c4ec884ad61db7c0ee6c

Observation 05222ab2-03e0-4fec-a9de-7302829c45da · outbound

This paper cites Insurance question answering via single-turn dialogue modeling.

Agent-Based Detection and Resolution of Incompleteness and Ambiguity in Interactions with Large Language Models Insurance question answering via single-turn dialogue modeling

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:09:08.590881Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T20:08:59.760682Z digest=sha256:41ef547a7296cfe982deea7cfa61acb9e6dd64abaa3fe81554ce34991a472e65

Observation 0967c01a-9e3b-42f3-a2a0-f90f4ed0cbd9 · outbound

This paper cites Multi-turn mediated solutions for conversational artificial intelligent systems leveraging graph-based techniques.

Agent-Based Detection and Resolution of Incompleteness and Ambiguity in Interactions with Large Language Models Multi-turn mediated solutions for conversational artificial intelligent systems leveraging graph-based techniques

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:09:08.412577Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T20:08:59.851639Z digest=sha256:95dc1a83dad08e32a54f809c9cd66a7d9668337e7940fa02d49bffb6e15112c2

Observation 6ea87f7f-c958-48e7-84dc-523fcb3e76a0 · outbound

This paper cites Evaluating ambiguous questions in semantic parsing.

Agent-Based Detection and Resolution of Incompleteness and Ambiguity in Interactions with Large Language Models Evaluating ambiguous questions in semantic parsing

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:09:08.231278Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T20:08:59.975023Z digest=sha256:6d7dc5260e9f765bc3fdf55a8108a08a5e011bb7d68c1f91d2f68573a2497b2e

Observation 5d0050d3-fc4f-405f-a311-8ee25681be00 · outbound

This paper cites Is temperature the creativity parameter of large language models? CoRR, 2024.

Agent-Based Detection and Resolution of Incompleteness and Ambiguity in Interactions with Large Language Models Is temperature the creativity parameter of large language models? CoRR, 2024

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:09:08.063033Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T20:09:00.123593Z digest=sha256:43459049153efc38cb8a0b9e6834581a4cee18f897f20a58294d6c6315e68f2a

Observation 76806260-e607-4252-a5c1-dd499a2afdbc · outbound

This paper cites Reasoning with language model prompting: a survey.

Agent-Based Detection and Resolution of Incompleteness and Ambiguity in Interactions with Large Language Models Reasoning with language model prompting: a survey

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:09:07.943543Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T20:09:00.215904Z digest=sha256:c2cab260ba25ef915debd7bc206d0d75379f87e46c52feecf4718533a31ba6f6

Observation d05ef1ee-d25f-464a-8c84-e66d582dc26d · outbound

This paper cites Improving language understanding by generative pre-training.

Agent-Based Detection and Resolution of Incompleteness and Ambiguity in Interactions with Large Language Models Improving language understanding by generative pre-training

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:09:07.716269Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T20:09:00.341461Z digest=sha256:770512405188991151b1e5ebe9ddfcf2894a09506101c6f9d7815148318de4de

Observation c1c2809d-93f5-45ca-b5eb-774d745ff762 · outbound

This paper cites Know what you don‘t know: unanswerable questions for SQuAD.

Agent-Based Detection and Resolution of Incompleteness and Ambiguity in Interactions with Large Language Models Know what you don‘t know: unanswerable questions for SQuAD

Reference 54

Resolution
unresolved
no resolver link, observed 2026-08-06T20:09:00.502644Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T20:09:00.502644Z digest=sha256:4c81fe2db522e323d1a17e98ace83be797ccff7409378b34294ffe811bed8f21

Observation 8a34ca48-2273-43b6-8a9f-8d704eb865f2 · outbound

This paper cites Know what you don’t know: unanswerable questions for squad.

Agent-Based Detection and Resolution of Incompleteness and Ambiguity in Interactions with Large Language Models Know what you don’t know: unanswerable questions for squad

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:09:07.593860Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T20:09:00.637028Z digest=sha256:8f3c1701e1dc04a2a9e4cffd62ccb5bad8694fad7fa5ca3d54c47d0d563ecea8

Observation e5f7fe85-ea64-429c-8a50-6e9bd6e19c4b · outbound

This paper cites Broad-Domain Quantifier Scoping With RoBERTa.

Agent-Based Detection and Resolution of Incompleteness and Ambiguity in Interactions with Large Language Models Broad-Domain Quantifier Scoping With RoBERTa

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:09:07.391070Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T20:09:00.741618Z digest=sha256:593a0887bf9e642f340f1ca62219149d64d82ba87a2a26ee7a7594000f4831eb

Observation e802f004-e5d3-4370-bbcf-33da56cb9379 · outbound

This paper cites Interpretation of natural language rules in conversational machine reading.

Agent-Based Detection and Resolution of Incompleteness and Ambiguity in Interactions with Large Language Models Interpretation of natural language rules in conversational machine reading

Reference 57

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:09:07.174427Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T20:09:00.847741Z digest=sha256:47687b685b8415cd87488821f48873ed3bc463ab992a52682239a4c1b02884e9

Observation b6aa224a-5585-4ab9-8ad1-d315f5db2216 · outbound

This paper cites Interpretation of natural language rules in conversational machine reading.

Agent-Based Detection and Resolution of Incompleteness and Ambiguity in Interactions with Large Language Models Interpretation of natural language rules in conversational machine reading

Reference 58

Resolution
unresolved
no resolver link, observed 2026-08-06T20:09:00.951149Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T20:09:00.951149Z digest=sha256:08cf7fcfc464366410fe4a5a0d0197afd63758fb6e0f4d83dad56784971fe0a1

Observation b784a260-0b21-40b1-ae1f-f4f79847f46f · outbound

This paper cites Multi-turn dialog system on single-turn data in medical domain.

Agent-Based Detection and Resolution of Incompleteness and Ambiguity in Interactions with Large Language Models Multi-turn dialog system on single-turn data in medical domain

Reference 59

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:09:07.060278Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T20:09:01.107772Z digest=sha256:51463b0785a52b7e2d845accb6fc6f92f95748f19a56fd4975390a2f8eaba940

Observation 5183d8a3-8183-48fd-82db-57af1ca5825d · outbound

This paper cites Simulating cooperative prosocial behavior with multi-agent llms: evidence and mechanisms for ai agents to inform policy decisions.

Agent-Based Detection and Resolution of Incompleteness and Ambiguity in Interactions with Large Language Models Simulating cooperative prosocial behavior with multi-agent llms: evidence and mechanisms for ai agents to inform policy decisions

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:09:06.797132Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T20:09:01.284945Z digest=sha256:b96edeac0cbad2a531c81abde6284b6d57ab5b3ed4cbfcebda660c078d3b5cd9

Observation e5e1784f-bf86-493d-a093-1c2ac4861716 · outbound

This paper cites Implementation and application of an intelligibility protocol for interaction with an llm.

Agent-Based Detection and Resolution of Incompleteness and Ambiguity in Interactions with Large Language Models Implementation and application of an intelligibility protocol for interaction with an llm

Reference 61

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:09:06.592873Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T20:09:01.417513Z digest=sha256:00e80d6990015cecb74f0710771639b92e9604e2ecc5e800f3fff36c711860c0

Observation d5cfe488-f390-490f-96a4-48932fecf1ca · outbound

This paper cites Exploring llm prompting strategies for joint essay scoring and feedback generation.

Agent-Based Detection and Resolution of Incompleteness and Ambiguity in Interactions with Large Language Models Exploring llm prompting strategies for joint essay scoring and feedback generation

Reference 62

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:09:06.378539Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T20:09:01.523225Z digest=sha256:fd632b432690fd6327e38235f154592000b61b2010aec92db08f44fcfa3fcba8

Observation b59a22b3-0ed2-451c-a65f-4676d7d43fcf · outbound

This paper cites Exploring LLM prompting strategies for joint essay scoring and feedback generation.

Agent-Based Detection and Resolution of Incompleteness and Ambiguity in Interactions with Large Language Models Exploring LLM prompting strategies for joint essay scoring and feedback generation

Reference 63

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:09:06.132904Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T20:09:01.667479Z digest=sha256:eed2f3b38c94d20d01c83fceb8a62eb4539abec5f13998f146e257a049037afa

Observation b066aa3c-9766-459e-a08d-48a43948a670 · outbound

This paper cites LLM- friendly knowledge representation for customer support.

Agent-Based Detection and Resolution of Incompleteness and Ambiguity in Interactions with Large Language Models LLM- friendly knowledge representation for customer support

Reference 64

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:09:05.917633Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T20:09:01.824792Z digest=sha256:b7d51800041b1a7afbd61c9791a0a15b8f038c0137644455339ad2c55ca4b89a

Observation 5112b247-69ba-4a4c-bf40-231447b2141b · outbound

This paper cites Can chatgpt replace traditional kbqa models? an in-depth analysis of the question answering performance of the gpt llm family.

Agent-Based Detection and Resolution of Incompleteness and Ambiguity in Interactions with Large Language Models Can chatgpt replace traditional kbqa models? an in-depth analysis of the question answering performance of the gpt llm family

Reference 65

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:09:05.626230Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T20:09:01.931198Z digest=sha256:6c5433348d1e14b0cf7b217e89bd0e8266f5f7af135b56070bcc74162b3a31cb

Observation d3b7ef1f-3c80-4240-bc8b-ad40c5f57119 · outbound

This paper cites Creating large language model applications utilizing langchain: a primer on developing llm apps fast.

Agent-Based Detection and Resolution of Incompleteness and Ambiguity in Interactions with Large Language Models Creating large language model applications utilizing langchain: a primer on developing llm apps fast

Reference 66

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:09:05.376523Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T20:09:02.029401Z digest=sha256:3d1212d4015857d42733df300a1df99045ec6113afbbce8eff6b89a69d4d7c28

Observation a40076cd-8b06-4b67-ad3d-9bd3d329a50b · outbound

This paper cites Faq-based question answering via word alignment.

Agent-Based Detection and Resolution of Incompleteness and Ambiguity in Interactions with Large Language Models Faq-based question answering via word alignment

Reference 67

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:09:05.159215Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T20:09:02.139095Z digest=sha256:9fcf40cec5c70a57d124dab481057fcf42596d22b1ed7be4796e3e23cfc2642d

Observation f84c5f7d-a3da-42a6-bda5-d3bc5b1136f0 · outbound

This paper cites Rethinking the evaluation of in-context learning for llms.

Agent-Based Detection and Resolution of Incompleteness and Ambiguity in Interactions with Large Language Models Rethinking the evaluation of in-context learning for llms

Reference 68

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:09:04.955303Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T20:09:02.249547Z digest=sha256:dd079d7c89874f40d65eb4d86fafdf10035c9e42c6468c989a763d11116085be

Observation 8903e4fc-9248-433b-8d40-fcea6febfae9 · outbound

This paper cites Conversational question answering: a survey.

Agent-Based Detection and Resolution of Incompleteness and Ambiguity in Interactions with Large Language Models Conversational question answering: a survey

Reference 69

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:09:04.684801Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T20:09:02.383969Z digest=sha256:007fc1af6acc8afc058271fde72397f16e39245abe96a75b94416d6d50dd0cf5

Observation d975731d-b3db-4908-a5b2-e9bb224a04a2 · outbound

This paper cites MedDia- log: large-scale medical dialogue datasets.

Agent-Based Detection and Resolution of Incompleteness and Ambiguity in Interactions with Large Language Models MedDia- log: large-scale medical dialogue datasets

Reference 70

Resolution
unresolved
no resolver link, observed 2026-08-06T20:09:02.480319Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T20:09:02.480319Z digest=sha256:28f7dd48b901866606583f7a3c3b0130c4b8edaf3841d6af2c95676f30f2040f

Observation 6c8dc82d-a252-414d-9b62-44c37d17631f · outbound

This paper cites Meddialog: large-scale medical dialogue datasets.

Agent-Based Detection and Resolution of Incompleteness and Ambiguity in Interactions with Large Language Models Meddialog: large-scale medical dialogue datasets

Reference 71

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:09:04.406477Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T20:09:02.633216Z digest=sha256:4c05916911e7634bc2357d930e75a9e0b0bfbf828f2e9df22ec44940ee7029f2

Observation 7c29ee85-c72b-414c-9f5d-79a3b144332e · outbound

This paper cites Multi-turn video question answering via multi-stream hierarchical attention context network.

Agent-Based Detection and Resolution of Incompleteness and Ambiguity in Interactions with Large Language Models Multi-turn video question answering via multi-stream hierarchical attention context network

Reference 72

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:09:03.987035Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T20:09:02.736538Z digest=sha256:78a90c208fa5b0cd4f94809b9c8225265144f2bdffa9d9d1c6e6049a46c8e34f

Observation 215920c9-4c9f-49c2-bd58-69fd0d5c1d64 · outbound

This paper cites Normal”, “Incomplete.

Agent-Based Detection and Resolution of Incompleteness and Ambiguity in Interactions with Large Language Models Normal”, “Incomplete

Reference 73

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:09:03.644875Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T20:09:02.883946Z digest=sha256:8ac9d6c3ad74c0f272b6021e205cffcc5d142b3a4f87d44e5f4c3fa454c4581b

Pith citing papers

No inbound Pith citation observations are available.