Pith. sign in

Paper Citation Record · LEDGER

Enhancing Customer Service Chatbots with Context-Aware NLU through Selective Attention and Multi-task Learning

As of 8 August 2026, this Paper Citation Record lists 2 of 2 outbound references and 0 inbound Pith citation observations for arXiv:2506.01781.

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

pith.paper-citation-record.v1
2506.01781 v1

Coverage vector

measured 2 of 2 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T11:36:39.980217Z

measured 2 of 2 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

2 of 2 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved1
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation a6d3ca47-ecf9-480e-b60e-57cbe31d3a57 · outbound

This paper cites IntFormer: Predicting pedestrian intention with the aid of the Transformer architecture.

Enhancing Customer Service Chatbots with Context-Aware NLU through Selective Attention and Multi-task Learning IntFormer: Predicting pedestrian intention with the aid of the Transformer architecture

Reference 2020

Resolution
metadata mismatch
local_arxiv, observed 2026-08-07T11:36:40.117313Z

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.

source=pdf_text observed=2026-08-07T11:36:39.971285Z digest=sha256:337f17fa499ab8ca6cc88cf8198dbed02152e52bf13b631817354d6f3e437d4e

Observation 708fd336-c629-4def-919a-0abde578aa23 · outbound

This paper cites GPT-4 Technical Report.

Enhancing Customer Service Chatbots with Context-Aware NLU through Selective Attention and Multi-task Learning GPT-4 Technical Report

Reference 2023

Resolution
unresolved
no resolver link, observed 2026-08-07T11:36:39.980217Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:36:39.980217Z digest=sha256:64b400277eb901a5651a37c755db79ee396a9a95bf5ac57fd018e0b032b97c0c

Pith citing papers

No inbound Pith citation observations are available.