Paper Citation Record · LEDGER

The Behavior Gap: Evaluating Zero-shot LLM Agents in Complex Task-Oriented Dialogs

As of 8 August 2026, this Paper Citation Record lists 16 of 16 outbound references and 0 inbound Pith citation observations for arXiv:2506.12266.

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

pith.paper-citation-record.v1
2506.12266 v1

Coverage vector

measured 16 of 16 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T01:00:26.218590Z

measured 16 of 16 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+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

16 of 16 outbound references displayed

verified exact1
verified fuzzy6
unresolved8
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 92fca5e4-5dba-4953-92f5-b6b871cdcaf6 · outbound

This paper cites an unresolved cited work.

The Behavior Gap: Evaluating Zero-shot LLM Agents in Complex Task-Oriented Dialogs Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-07T01:00:28.431580Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation c73e1495-cefe-434e-af8c-9346d1485ed1 · outbound

This paper cites Are LLMs All You Need for Task-Oriented Dialogue?.

The Behavior Gap: Evaluating Zero-shot LLM Agents in Complex Task-Oriented Dialogs Are LLMs All You Need for Task-Oriented Dialogue?

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-07T01:00:24.978197Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 360be9e6-0f3b-4aec-acef-f2d6375f7a11 · outbound

This paper cites The agent provides information about the restaurant, such as its name, location, cuisine, price, rating, etc.

The Behavior Gap: Evaluating Zero-shot LLM Agents in Complex Task-Oriented Dialogs The agent provides information about the restaurant, such as its name, location, cuisine, price, rating, etc

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T01:00:27.868431Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 0e8782f8-6744-4f8f-a9b3-3b1918f925ca · outbound

This paper cites The agent provides information about the booking, such as the restaurant name, reservation date, reservation time, number of guests, price, etc.

The Behavior Gap: Evaluating Zero-shot LLM Agents in Complex Task-Oriented Dialogs The agent provides information about the booking, such as the restaurant name, reservation date, reservation time, number of guests, price, etc

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T01:00:27.641289Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation f4a9bd9f-5156-4201-9817-8f8e00700d7a · outbound

This paper cites In Pro- ceedings of the AAAI Conference on Artificial Intelli- gence, volume 38, pages 19368–19376.

The Behavior Gap: Evaluating Zero-shot LLM Agents in Complex Task-Oriented Dialogs In Pro- ceedings of the AAAI Conference on Artificial Intelli- gence, volume 38, pages 19368–19376

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T01:00:28.640842Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 6f07d45b-8fa8-48a4-a794-ce02af45fdad · outbound

This paper cites I recommend.

The Behavior Gap: Evaluating Zero-shot LLM Agents in Complex Task-Oriented Dialogs I recommend

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T01:00:28.266621Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 84f4b4b2-0e56-487e-a367-2f7fcf62cc9c · outbound

This paper cites The agent provides information about the hotel, such as its name, location, price, rating, etc.

The Behavior Gap: Evaluating Zero-shot LLM Agents in Complex Task-Oriented Dialogs The agent provides information about the hotel, such as its name, location, price, rating, etc

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T01:00:28.117312Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 61a68466-e2e5-48dc-8889-8067c13568a8 · outbound

This paper cites The agent may provide information about the booking, such as the hotel name, check-in date, check-out date, number of guests, price, etc.

The Behavior Gap: Evaluating Zero-shot LLM Agents in Complex Task-Oriented Dialogs The agent may provide information about the booking, such as the hotel name, check-in date, check-out date, number of guests, price, etc

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T01:00:28.006217Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation faa85dfa-a5c4-4586-b252-da26cc5fca5c · outbound

This paper cites an unresolved cited work.

The Behavior Gap: Evaluating Zero-shot LLM Agents in Complex Task-Oriented Dialogs Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-07T01:00:27.432617Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 66106c79-9376-434b-b8ab-61dd60d2adc4 · outbound

This paper cites an unresolved cited work.

The Behavior Gap: Evaluating Zero-shot LLM Agents in Complex Task-Oriented Dialogs Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-07T01:00:27.275164Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 09249914-84d2-44fd-b075-c767a326e6c1 · outbound

This paper cites an unresolved cited work.

The Behavior Gap: Evaluating Zero-shot LLM Agents in Complex Task-Oriented Dialogs Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-07T01:00:27.104917Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation a2d4de67-a31f-4cc7-af26-6233bb852452 · outbound

This paper cites an unresolved cited work.

The Behavior Gap: Evaluating Zero-shot LLM Agents in Complex Task-Oriented Dialogs Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-07T01:00:26.909431Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 2c509012-5ba4-4d9d-a3e7-f6dbcccb3ae4 · outbound

This paper cites MultiWOZ 2.2 : A Dialogue Dataset with Additional Annotation Corrections and State Tracking Baselines.

The Behavior Gap: Evaluating Zero-shot LLM Agents in Complex Task-Oriented Dialogs MultiWOZ 2.2 : A Dialogue Dataset with Additional Annotation Corrections and State Tracking Baselines

Reference 2020

Resolution: verified exact; local_arxiv, observed 2026-08-07T01:00:26.473756Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 70420777-962f-4172-bb15-c0df4ebfc55f · outbound

This paper cites Towards Scalable Multi-domain Conversational Agents: The Schema-Guided Dialogue Dataset.

The Behavior Gap: Evaluating Zero-shot LLM Agents in Complex Task-Oriented Dialogs Towards Scalable Multi-domain Conversational Agents: The Schema-Guided Dialogue Dataset

Reference 2022

Resolution: unresolved; no resolver link, observed 2026-08-07T01:00:25.045981Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8a2e5c0f-5409-499d-9706-7afdec5088a7 · outbound

This paper cites Schema-Guided User Satisfaction Modeling for Task-Oriented Dialogues.

The Behavior Gap: Evaluating Zero-shot LLM Agents in Complex Task-Oriented Dialogs Schema-Guided User Satisfaction Modeling for Task-Oriented Dialogues

Reference 2023

Resolution: metadata mismatch; local_arxiv, observed 2026-08-07T01:00:26.705272Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 0fd396b2-f666-4ce0-9509-1fc611b62bcb · outbound

This paper cites Gemini: A Family of Highly Capable Multimodal Models.

The Behavior Gap: Evaluating Zero-shot LLM Agents in Complex Task-Oriented Dialogs Gemini: A Family of Highly Capable Multimodal Models

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-07T01:00:25.117681Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.