Paper Citation Record · LEDGER

Perception Tokens Enhance Visual Reasoning in Multimodal Language Models

As of 8 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 9 inbound Pith citation observations for arXiv:2412.03548.

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

pith.paper-citation-record.v1
2412.03548 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 9 of 9 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 9 of 9 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T11:55:11.856611Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-02T03:36:29.321068Z

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 faf09f6d-4f16-4a6c-8a93-5ef9b397e69e · inbound

Multimodal Chain-of-Thought Reasoning: A Comprehensive Survey cites this paper.

Multimodal Chain-of-Thought Reasoning: A Comprehensive Survey Perception Tokens Enhance Visual Reasoning in Multimodal Language Models

Reference 92

Resolution: verified exact; arxiv_id, observed 2026-05-15T17:18:53.755858Z

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 38fc3d37-2127-4eb3-a83a-f32fb43120d9 · inbound

DeepEyes: Incentivizing "Thinking with Images" via Reinforcement Learning cites this paper.

DeepEyes: Incentivizing "Thinking with Images" via Reinforcement Learning Perception Tokens Enhance Visual Reasoning in Multimodal Language Models

Reference 4

Resolution: verified exact; arxiv_id, observed 2026-05-11T14:42:56.692480Z

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 0efdf565-d8a1-4c28-8a44-98498760094c · inbound

Multi-SpatialMLLM: Multi-Frame Spatial Understanding with Multi-Modal Large Language Models cites this paper.

Multi-SpatialMLLM: Multi-Frame Spatial Understanding with Multi-Modal Large Language Models Perception Tokens Enhance Visual Reasoning in Multimodal Language Models

Reference 6

Resolution: verified exact; arxiv_id, observed 2026-05-25T08:40:33.070174Z

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 38f64302-aa0c-470f-99a1-8791e16daa41 · inbound

GThinker: Towards General Multimodal Reasoning via Cue-Guided Rethinking cites this paper.

GThinker: Towards General Multimodal Reasoning via Cue-Guided Rethinking Perception Tokens Enhance Visual Reasoning in Multimodal Language Models

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-07T11:55:11.856611Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c4bcaab8-ae48-4db9-ab60-0dfbb21133f0 · inbound

Unfolding Spatial Cognition: Evaluating Multimodal Models on Visual Simulations cites this paper.

Unfolding Spatial Cognition: Evaluating Multimodal Models on Visual Simulations Perception Tokens Enhance Visual Reasoning in Multimodal Language Models

Reference 71

Resolution: unresolved; no resolver link, observed 2026-08-07T10:41:26.797359Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9cfda28d-3101-4897-bb86-cda98321c705 · inbound

Reinforced Visual Perception with Tools cites this paper.

Reinforced Visual Perception with Tools Perception Tokens Enhance Visual Reasoning in Multimodal Language Models

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-05T12:27:04.877627Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ba36fc91-b07d-4dfb-ab52-00c26823f393 · inbound

Do multimodal models imagine electric sheep? cites this paper.

Do multimodal models imagine electric sheep? Perception Tokens Enhance Visual Reasoning in Multimodal Language Models

Reference 28

Resolution: metadata mismatch; arxiv_id, observed 2026-05-12T03:26:19.617713Z

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 e3344295-1764-4060-b955-552c45fd8ff8 · inbound

Imaginative Perception Tokens Enhance Spatial Reasoning in Multimodal Language Models cites this paper.

Imaginative Perception Tokens Enhance Spatial Reasoning in Multimodal Language Models Perception Tokens Enhance Visual Reasoning in Multimodal Language Models

Reference 2

Resolution: metadata mismatch; arxiv_id, observed 2026-07-02T03:36:29.323266Z

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 6f931824-020f-4dcc-a548-06bb9e63a773 · inbound

Data augmentation as a framework for modeling hippocampal contributions to generalization cites this paper.

Data augmentation as a framework for modeling hippocampal contributions to generalization Perception Tokens Enhance Visual Reasoning in Multimodal Language Models

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-06T00:25:21.143352Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.