Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-08T16:48:53.668154Z
Paper Citation Record · LEDGER
Comprehensive Framework for Evaluating Conversational AI Chatbots
As of 15 August 2026, this Paper Citation Record lists 8 of 8 outbound references and 0 inbound Pith citation observations for arXiv:2502.06105.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
Reference resolution
8 of 8 outbound references displayed
- verified exact0
- verified fuzzy4
- unresolved4
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 8ea1d47d-6e95-493c-b2b0-d9b30cdebf4e · outbound
This paper cites However, evaluating these systems remains a challenge, particularly in financial services, where compliance, user trust, and operational efficiency are critical.
Comprehensive Framework for Evaluating Conversational AI Chatbots However, evaluating these systems remains a challenge, particularly in financial services, where compliance, user trust, and operational efficiency are critical
Reference 1
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T16:48:53.784872Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation eb7cc917-2edd-40e3-b1d4-e46ea5b0de1b · outbound
This paper cites Equality of Opportunity in Supervised Learning.
Comprehensive Framework for Evaluating Conversational AI Chatbots Equality of Opportunity in Supervised Learning
Reference 7
- Resolution
- unresolved
- no resolver link, observed 2026-08-08T16:48:53.664250Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 436832f3-6672-422a-ba94-2fe89554a234 · outbound
This paper cites al., 1948), this category focuses on evaluating how well the chatbot satisfies users’ needs and keeps them engaged in meaningful conversations.
Comprehensive Framework for Evaluating Conversational AI Chatbots al., 1948), this category focuses on evaluating how well the chatbot satisfies users’ needs and keeps them engaged in meaningful conversations
Reference 1944
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T16:48:53.744007Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 9642cec1-9d25-463c-affc-0c753062541d · outbound
This paper cites Attention Is All You Need.
Comprehensive Framework for Evaluating Conversational AI Chatbots Attention Is All You Need
Reference 1998
- Resolution
- unresolved
- no resolver link, observed 2026-08-08T16:48:53.668154Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7f968315-cd3a-437a-8a87-1fe449ab933b · outbound
This paper cites an unresolved cited work.
Comprehensive Framework for Evaluating Conversational AI Chatbots Unresolved cited work
Reference 2004
- Resolution
- unresolved
- raw_fallback, observed 2026-08-08T16:48:53.730562Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation a6b3a69c-3725-42ed-974a-2d8e31a8ebec · outbound
This paper cites Explainable Artificial Intelligence (XAI): Concepts, Taxonomies, Opportunities and Challenges toward Responsible AI.
Comprehensive Framework for Evaluating Conversational AI Chatbots Explainable Artificial Intelligence (XAI): Concepts, Taxonomies, Opportunities and Challenges toward Responsible AI
Reference 2011
- Resolution
- unresolved
- no resolver link, observed 2026-08-08T16:48:53.659632Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b21e7e71-7070-486b-b6a3-aa0a81e705eb · outbound
This paper cites al., 2004).
Comprehensive Framework for Evaluating Conversational AI Chatbots al., 2004)
Reference 2014
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T16:48:53.761116Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 5f5b9bb4-a8a2-452f-a074-1952588b18f8 · outbound
This paper cites While these techniques are computationally expensive, their importance in financial chatbots cannot be overstated, especially when regulatory compliance is a factor.
Comprehensive Framework for Evaluating Conversational AI Chatbots While these techniques are computationally expensive, their importance in financial chatbots cannot be overstated, especially when regulatory compliance is a factor
Reference 2016
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T16:48:53.773465Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Pith citing papers
No inbound Pith citation observations are available.