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Paper Citation Record · LEDGER

Are LLMs All You Need for Task-Oriented Dialogue?

As of 19 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 3 inbound Pith citation observations for arXiv:2304.06556.

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

pith.paper-citation-record.v1
2304.06556 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 3 of 3 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 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T01:00:24.978197Z

measured 1 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: pith, observed 2026-08-10T05:30:23.456663Z

Reference resolution

0 of 0 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved0
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

16
pith, observed 2026-08-10T05:30:23.456663Z

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

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

The Behavior Gap: Evaluating Zero-shot LLM Agents in Complex Task-Oriented Dialogs cites this paper.

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.

source=pdf_text observed=2026-08-07T01:00:24.978197Z digest=sha256:46183ca7ea1fefaefb6b29ff0094d09dec7b2f2582c345ce09020a6106bcdcad

Observation 989c6fbf-5f0e-43f1-9417-0eb97ab1645d · inbound

ProfiLLM: An LLM-Based Framework for Implicit Profiling of Chatbot Users cites this paper.

ProfiLLM: An LLM-Based Framework for Implicit Profiling of Chatbot Users Are LLMs All You Need for Task-Oriented Dialogue?

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-07T00:30:01.299264Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:30:01.299264Z digest=sha256:f63bd89694b29741b0c579d02dbfbfebec145a05cad84f81bb7cd1176e856ede

Observation 88163b3e-a3da-493b-9cd0-4e168d3b56ac · inbound

Building Task Bots with Self-learning for Enhanced Adaptability, Extensibility, and Factuality cites this paper.

Building Task Bots with Self-learning for Enhanced Adaptability, Extensibility, and Factuality Are LLMs All You Need for Task-Oriented Dialogue?

Reference 63

Resolution
verified exact
local_arxiv, observed 2026-08-05T15:38:55.771718Z

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=arxiv_source observed=2026-08-05T15:38:44.807361Z digest=sha256:79cda208a11481aecb47b82adf2e94c0975a8fc0d708d0fb33de2a9d606ccfe7