Pith. sign in

Paper Citation Record · LEDGER

MLLM-Search: A Zero-Shot Approach to Finding People using Multimodal Large Language Models

As of 23 August 2026, this Paper Citation Record lists 2 of 2 outbound references and 0 inbound Pith citation observations for arXiv:2412.00103.

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

pith.paper-citation-record.v1
2412.00103 v1

Coverage vector

measured 2 of 2 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-12T10:59:22.999027Z

measured 2 of 2 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+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 fuzzy1
  • unresolved0
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 1a5c8430-1b99-4460-9696-45eaf32525cc · outbound

This paper cites objects” in Fig. 4) as well as the local spatial context (the parameter “next_waypoints.

MLLM-Search: A Zero-Shot Approach to Finding People using Multimodal Large Language Models objects” in Fig. 4) as well as the local spatial context (the parameter “next_waypoints

Reference 2

Resolution
malformed identifier
raw_fallback, observed 2026-08-12T10:59:23.042818Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T10:59:22.993441Z digest=sha256:ba49e1cb209ae9567482e9694a101c7fbb17d9430b61208dc11d7570e6fd2fa5

Observation ea3560c0-bbe5-4bc1-84a5-455e480e8e8b · outbound

This paper cites Finding people in home environments with a mobile robot,.

MLLM-Search: A Zero-Shot Approach to Finding People using Multimodal Large Language Models Finding people in home environments with a mobile robot,

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T10:59:23.031710Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T10:59:22.999027Z digest=sha256:9af5156594577a53e1fccc20c172459c1c299d67e8255fa08d041e19b67f0a6c

Pith citing papers

No inbound Pith citation observations are available.