Paper Citation Record · LEDGER

LEGO-Puzzles: How Good Are MLLMs at Multi-Step Spatial Reasoning?

As of 9 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 17 inbound Pith citation observations for arXiv:2503.19990.

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

pith.paper-citation-record.v1
2503.19990 v3

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 17 of 17 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 17 of 17 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T15:15:42.201162Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T04:29:35.307993Z

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 bcf325dd-e680-401c-9b78-362e0746a881 · inbound

STAR-R1: Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs cites this paper.

STAR-R1: Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs LEGO-Puzzles: How Good Are MLLMs at Multi-Step Spatial Reasoning?

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-07T15:15:42.201162Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f462880d-35a6-456c-a477-9290ac0be834 · inbound

Jigsaw-Puzzles: From Seeing to Understanding to Reasoning in Vision-Language Models cites this paper.

Jigsaw-Puzzles: From Seeing to Understanding to Reasoning in Vision-Language Models LEGO-Puzzles: How Good Are MLLMs at Multi-Step Spatial Reasoning?

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-07T13:50:33.120737Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8cc7a180-207f-4cf7-aef9-4bfdb6afbd0a · inbound

Ascending the Infinite Ladder: Benchmarking Spatial Deformation Reasoning in Vision-Language Models cites this paper.

Ascending the Infinite Ladder: Benchmarking Spatial Deformation Reasoning in Vision-Language Models LEGO-Puzzles: How Good Are MLLMs at Multi-Step Spatial Reasoning?

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-06T21:22:27.217330Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4fa2b784-ba14-4056-8eb4-01a04a96a2e1 · inbound

CharacterShot: Controllable and Consistent 4D Character Animation cites this paper.

CharacterShot: Controllable and Consistent 4D Character Animation LEGO-Puzzles: How Good Are MLLMs at Multi-Step Spatial Reasoning?

Reference 67

Resolution: unresolved; no resolver link, observed 2026-08-05T22:13:13.731443Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c87ac9e8-ec38-4224-825c-e53d921d49c0 · inbound

SpaceVista: All-Scale Visual Spatial Reasoning from mm to km cites this paper.

SpaceVista: All-Scale Visual Spatial Reasoning from mm to km LEGO-Puzzles: How Good Are MLLMs at Multi-Step Spatial Reasoning?

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-04T10:37:39.845995Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1b7a79e8-c0f5-47b5-9ddd-417b685a1554 · inbound

SpatialThinker: Reinforcing Scene Graph-Grounded Spatial Reasoning via Dense Rewards cites this paper.

SpatialThinker: Reinforcing Scene Graph-Grounded Spatial Reasoning via Dense Rewards LEGO-Puzzles: How Good Are MLLMs at Multi-Step Spatial Reasoning?

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-03T23:08:53.435983Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d5172b84-0dd7-4f33-b5c8-08b37c4cd799 · inbound

Diagnosing Corruption-Induced Reliability Failures in Vision-Language Models cites this paper.

Diagnosing Corruption-Induced Reliability Failures in Vision-Language Models LEGO-Puzzles: How Good Are MLLMs at Multi-Step Spatial Reasoning?

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-03T20:41:51.464494Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 35996b8c-7f34-4940-9354-ca3419247c75 · inbound

Do MLLMs Really Understand Space? A Mathematical Reasoning Evaluation cites this paper.

Do MLLMs Really Understand Space? A Mathematical Reasoning Evaluation LEGO-Puzzles: How Good Are MLLMs at Multi-Step Spatial Reasoning?

Reference 31

Resolution: verified exact; arxiv_id, observed 2026-05-16T03:40:33.053249Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation ef9984ce-4b8a-4869-862f-6c8183f4cffa · inbound

Reversing the Flow: Generation-to-Understanding Synergy in Large Multimodal Models cites this paper.

Reversing the Flow: Generation-to-Understanding Synergy in Large Multimodal Models LEGO-Puzzles: How Good Are MLLMs at Multi-Step Spatial Reasoning?

Reference 37

Resolution: verified exact; arxiv_id, observed 2026-05-20T18:48:53.445254Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 95b10abf-f714-4dc9-82cc-2bc2192b7ff0 · inbound

What's Holding Back Latent Visual Reasoning? cites this paper.

What's Holding Back Latent Visual Reasoning? LEGO-Puzzles: How Good Are MLLMs at Multi-Step Spatial Reasoning?

Reference 15

Resolution: verified exact; arxiv_id, observed 2026-05-20T12:03:15.482858Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 41a1d405-17bd-482a-8597-d8aaeb22431b · inbound

Flat-Pack Bench: Evaluating Spatio-Temporal Understanding in Large Vision-Language Models through Furniture Assembly cites this paper.

Flat-Pack Bench: Evaluating Spatio-Temporal Understanding in Large Vision-Language Models through Furniture Assembly LEGO-Puzzles: How Good Are MLLMs at Multi-Step Spatial Reasoning?

Reference 26

Resolution: verified exact; arxiv_id, observed 2026-05-22T09:21:20.643748Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 566476ba-5a4d-457b-a792-a939b615121f · inbound

VGenST-Bench: A Benchmark for Spatio-Temporal Reasoning via Active Video Synthesis cites this paper.

VGenST-Bench: A Benchmark for Spatio-Temporal Reasoning via Active Video Synthesis LEGO-Puzzles: How Good Are MLLMs at Multi-Step Spatial Reasoning?

Reference 66

Resolution: verified exact; arxiv_id, observed 2026-05-22T07:14:42.747094Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 47162b0d-92cc-48e3-b67d-7e59bc13c8ec · inbound

Brick-Composer: Using MLLMs for Assembly with Diverse Bricks cites this paper.

Brick-Composer: Using MLLMs for Assembly with Diverse Bricks LEGO-Puzzles: How Good Are MLLMs at Multi-Step Spatial Reasoning?

Reference 4

Resolution: metadata mismatch; arxiv_id, observed 2026-07-02T08:26:48.423226Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 14c0d671-cc44-4519-898f-724bca666a03 · inbound

Seeing Time: Benchmarking Chronological Reasoning and Shortcut Biases in Vision-Language Models cites this paper.

Seeing Time: Benchmarking Chronological Reasoning and Shortcut Biases in Vision-Language Models LEGO-Puzzles: How Good Are MLLMs at Multi-Step Spatial Reasoning?

Reference 9

Resolution: verified exact; arxiv_id, observed 2026-07-02T13:06:59.625741Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation a652a7f4-84f0-46a8-b618-627b15a734e1 · inbound

Sample-Efficient Post-Training for LEGO Spatial-Physics Reasoning cites this paper.

Sample-Efficient Post-Training for LEGO Spatial-Physics Reasoning LEGO-Puzzles: How Good Are MLLMs at Multi-Step Spatial Reasoning?

Reference 25

Resolution: metadata mismatch; arxiv_id, observed 2026-06-28T23:42:49.563247Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 1d48bbb1-8181-428d-afdc-f0e78966d459 · inbound

The Periodic Table of LLM Reasoning: A Structured Survey of Reasoning Paradigms, Methods, and Failure Modes cites this paper.

The Periodic Table of LLM Reasoning: A Structured Survey of Reasoning Paradigms, Methods, and Failure Modes LEGO-Puzzles: How Good Are MLLMs at Multi-Step Spatial Reasoning?

Reference 228

Resolution: verified exact; arxiv_id, observed 2026-07-03T05:57:41.239529Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 795b799c-a288-42c7-96a4-112d5e9d19a4 · inbound

Vesta: A Generalist Embodied Reasoning Model cites this paper.

Vesta: A Generalist Embodied Reasoning Model LEGO-Puzzles: How Good Are MLLMs at Multi-Step Spatial Reasoning?

Reference 107

Resolution: verified exact; arxiv_id, observed 2026-07-04T04:29:35.310291Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.