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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 2026-08-19T06:32:44.657259+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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T20:08:54.528279Z digest=sha256:fad13fda01b53cc807113a7b886e2cf248253a68fd28e2802cc9eb791161b040

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T20:08:54.645158Z digest=sha256:a11cdd2e6ea6f7db6951ef7326bf263704fce1a91af0f689db89078e8ff7e16e

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T20:08:54.756635Z digest=sha256:e4592486205d39415c90b34c9cd5a09f803447b9d1162582487147c2bebb424c

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T20:08:54.869253Z digest=sha256:ae1c28c20ec9ddc970c1206188bfc7f29006ff767f81048bcb085f2565e6265b

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T20:08:55.051762Z digest=sha256:faabfa1e5ed32d28d518e85ac8806819239ed2c425759a25259fb4b1dfdc3091

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T20:08:55.201291Z digest=sha256:8517b670135d7d8f260ed8607188503649ec325e38fe64c4b43cdb1a4b49a7de

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T20:08:55.317672Z digest=sha256:94a7b34dad6345bde986be71ec334679b23d027e6f58e15eb79063362dc04551

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T20:08:55.465445Z digest=sha256:ea401fdf8714faab78f40b7bf28a9071008b26ace72881e9bec2f77cbdc2f26b

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T20:08:55.563753Z digest=sha256:1a7aafc1e066b75d57319cf662f1d18a81f8adf284a4ec5c4e43970ff76098fc

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T20:08:55.812499Z digest=sha256:3ef8de1aa1e86a2f9c0d6bf5adeba9c5a52065fb8ba652184a998b13eca8f487

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T20:08:55.940115Z digest=sha256:c409117eb72273c00107f04fc49857ed749979d10fb96d2f9fb79836ee49b836

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T20:08:56.060518Z digest=sha256:3d363af55f0ddd21cd4d95e47d26e61232c993c930b6e89206e63dea0f49f2db

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T20:08:56.276871Z digest=sha256:ddf595772334dd82820ac41e4c7ca9c6e98eae0315670dc29ce4e2326e7b5fcf

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T20:08:56.381504Z digest=sha256:7b498c254a60d07dbc644c36e90ce1b5873f1485dece461aad89b17413a2bf8f

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T20:08:56.485194Z digest=sha256:0d6c11275d1102e4bc9272462296a680ca020978e0bae2607d49cc5a862a7312

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T20:08:56.574765Z digest=sha256:40736ca0a399ae4982675afda4bf81b9bb73950144f8a399518112ff38b74078

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T20:08:56.781699Z digest=sha256:cd8dfbfa29805e384da699bef95f560a8c14907a321b03e43ac771c40b35cc34

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T20:08:56.982184Z digest=sha256:b78fee91d96f997b69be85d07136b079d83ef58932947de68fae3e10d6908158

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T20:08:57.090570Z digest=sha256:5576ced8d5ee6c3207a08af7c7982e3146bc52e5c6988feb357db2dbab185f0b

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T20:08:57.190462Z digest=sha256:f70c6470d5417bdb1bcda85e22d71751d66271cc554a11a6ac160a54d1af20c8

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T20:08:57.391811Z digest=sha256:4c7dd976ab8cf2ecdb82138cfded374be11a83302ab8ec172afd17f38661ac2b

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T20:08:57.465044Z digest=sha256:9bfa5cc52a6c7671243350e64a743797c88eaf8e086eabf1e4555c4c78b1447b

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T20:08:57.563453Z digest=sha256:495971772388b5a7669afcab19b5c12a17fe32e351ebc3cdb351ec7ddbd32aa3

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T20:08:57.736599Z digest=sha256:6d48378f8307cb253b312c00a6b31370045cf2e128a18eeec8211e72b8309ff0

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T20:08:57.822768Z digest=sha256:2795af575ca0769a20c556cad1f7ce237ee1201b06841e243b8f383d14f3a550

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T20:08:57.923986Z digest=sha256:570378fed93baa74a8fbadbf7e79b2c695a98ed1fffc067658c48f2add63ba16

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T20:08:58.069760Z digest=sha256:41e9368746d138c47e65a1ecf1b7deaf1aab004ccd3c7882ff42da59b01edd7f

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T20:08:58.173055Z digest=sha256:134733ed5bf1199514a814c9e4ff4b04a806d3d4936ab3e5ffcaece758ba9dbc

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T20:08:58.396782Z digest=sha256:d2e9c7d945ea99749f29f527db0265e3a0414a62a7fd3dca79e93f03e89e6c2e

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T20:08:58.489402Z digest=sha256:3e1d9aeadc754fc1acae572694b0b9884907f62f162c03bc6fa5b5906445c52d

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T20:08:58.643844Z digest=sha256:f1b67f37e74d72a8dcbab556df7e384d05b9af72d535e7b91fa0c8b289a4f752

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T20:08:58.883229Z digest=sha256:0d661a8ed2bf0700103863ae2327a82230ee460f4198bd3c9b03277413587504

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T20:08:59.033870Z digest=sha256:983415be4a8e2dd9fbbb698c1baa8038e24d43092f0f2623e03c6ec4fd9409c4

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T20:08:59.151291Z digest=sha256:cbaf0cbf8a5e60f31633833213690841e18eb98ea818fa4feb3160d60c163773

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T20:08:59.273333Z digest=sha256:fddf105311354268a3156fb0222d1440b2785804086e83117bf21ce574358f4a

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T20:08:59.387483Z digest=sha256:249ef9bc113af43a05a63085d74f92b11ff0b45c08a6b15c2625241c5a2f6e07

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T20:08:59.611224Z digest=sha256:76e311f4972da02f52b6ec6aaff3d0176306fd713ea5aabc16793bd74f457229

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T20:08:59.760682Z digest=sha256:e1d10da66b88625e2ecc052bcf9ad609ba58311e6882510c87032e30ecbe52d2

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T20:08:59.851639Z digest=sha256:5ad920d10e3954e5163b56291f046d9b507cc7edc15d5e88b8ea0fc47806ac54

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T20:08:59.975023Z digest=sha256:2fed96367005514582508376ba19135b22b7f2a8e92db7178b717aa4a7a3f4c8

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T20:09:00.123593Z digest=sha256:64ab73ada762c82c580da1b84481a3a7fdbfb4cc69108d3bffa5961e9c30d51e

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T20:09:00.215904Z digest=sha256:c5beed6abacc5fa8b890b38bcf76086e3a6ab97badc9a2255902aed5d5f53f1a

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T20:09:00.341461Z digest=sha256:f75f0bf1549254e75bdd97c2915366e0054c53f943b69c2cdc16c6f0642bbbc6

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T20:09:00.637028Z digest=sha256:624a72c46b80bdae4ccb613f94932732cc51bfb9d53e08c76ddbf1c776eb3d28

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T20:09:00.741618Z digest=sha256:725bb6de25f4dc9e1b670dbc27468b55b8030b4dd3c91ed9862748150268a90f

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T20:09:00.847741Z digest=sha256:507b67806c97d35b8a1ee9eed27ce71c5c03fdc819483627af87234845ffed20

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T20:09:01.107772Z digest=sha256:0858dddc49aff0d861bce2c431c252480b0f816c5a9a25145aeef72fe1da95eb

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T20:09:01.284945Z digest=sha256:f53f784191b429e64d400dd17ff7a62b61f093a3498e36c6b7be57b3f53cbe1e

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T20:09:01.417513Z digest=sha256:4af24186e0cf6c97dbed1016bec312a7456fc859c9f0dc95af7cd4d8699d55e9

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T20:09:01.523225Z digest=sha256:6f4d6e5589601791a2553992c98bbfda194e87bd9515ffdfb13d48337aaff876

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T20:09:01.667479Z digest=sha256:22d183338c18192231c9c9aeafee7730f265d6b84a07ab7d1dd5df7af771eb90

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T20:09:01.824792Z digest=sha256:216f47c513da248f0efb1d7244110108554a7e6d418ff0226a5afd3738aa9aee

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T20:09:01.931198Z digest=sha256:0b0ca33dbfa1d9278ef3c55f55a3b70d9d139b862ce93706bbb48026dd3c623c

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T20:09:02.029401Z digest=sha256:f01c7b0633337ad9406fb4634d6bbf1c5048c3e0dddfe1c6d97d3eb20876df54

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T20:09:02.139095Z digest=sha256:621122d606baa6185915249a3e5621f396bf24bc6ed5e603c6a4a853d00432c3

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T20:09:02.249547Z digest=sha256:83bb384aa7cb99066b92e92962d9d37b4664c593c773eb37cbd72860b98ada92

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T20:09:02.383969Z digest=sha256:cc5c587c89bc8d04214e7e3fc077cfe92f807c378555dd819be9bbbdbd430676

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T20:09:02.633216Z digest=sha256:034de0b2ea4c8b1ec751e40a1ba6f40556b3d82546d27585455491ff7cf9283e

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T20:09:02.736538Z digest=sha256:9290ae5a129671f22ef790f7d2846fa57b5de7290c910e4090799c40d210e95a

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T20:09:02.883946Z digest=sha256:623f86850246afce05cef962e021a55336c8150ab680a6d00ee809b71de171ac

Pith citing papers

No inbound Pith citation observations are available.