Paper Citation Record · LEDGER

Cite Before You Speak: Enhancing Context-Response Grounding in E-commerce Conversational LLM-Agents

As of 7 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 4 inbound Pith citation observations for arXiv:2503.04830.

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

pith.paper-citation-record.v1
2503.04830 v3

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 4 of 4 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T00:26:33.392959Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T17:20:00.140246Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation a72390f4-e891-4d19-b63f-f9a199144f52 · inbound

From LLM Reasoning to Autonomous AI Agents: A Comprehensive Review cites this paper.

From LLM Reasoning to Autonomous AI Agents: A Comprehensive Review Cite Before You Speak: Enhancing Context-Response Grounding in E-commerce Conversational LLM-Agents

Reference 199

Resolution: verified exact; arxiv_id, observed 2026-05-15T02:57:38.092611Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation cd45de09-6a22-4118-9eda-e5bf8afbc410 · inbound

Similarity = Value? Consultation Value Assessment and Alignment for Personalized Search cites this paper.

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-07T00:26:33.392959Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bd9a35bf-63e9-4bfe-a88a-a3d41ae8a0a9 · inbound

TRACE: Tourism Recommendation with Accountable Citation Evidence cites this paper.

TRACE: Tourism Recommendation with Accountable Citation Evidence Cite Before You Speak: Enhancing Context-Response Grounding in E-commerce Conversational LLM-Agents

Reference 29

Resolution: verified exact; arxiv_id, observed 2026-05-11T03:30:58.072030Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 335b7e42-9e29-48eb-a6ce-8a05c0fa6210 · inbound

Paying to Know: Micro-Transaction Markets for Verified Product Information in Agentic E-Commerce cites this paper.

Paying to Know: Micro-Transaction Markets for Verified Product Information in Agentic E-Commerce Cite Before You Speak: Enhancing Context-Response Grounding in E-commerce Conversational LLM-Agents

Reference 13

Resolution: verified exact; arxiv_id, observed 2026-07-04T17:20:00.158788Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.