Paper Citation Record · LEDGER

MM-IQ: Benchmarking Human-Like Abstraction and Reasoning in Multimodal Models

As of 9 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 11 inbound Pith citation observations for arXiv:2502.00698.

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

pith.paper-citation-record.v1
2502.00698 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 11 of 11 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 11 of 11 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T14:31:19.801487Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-03T16:58:42.493790Z

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 c71a46a2-925a-48c9-80c1-159d570db7ad · inbound

Reinforcement Fine-Tuning Powers Reasoning Capability of Multimodal Large Language Models cites this paper.

Reinforcement Fine-Tuning Powers Reasoning Capability of Multimodal Large Language Models MM-IQ: Benchmarking Human-Like Abstraction and Reasoning in Multimodal Models

Reference 128

Resolution: unresolved; no resolver link, observed 2026-08-07T14:31:19.801487Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 60d8943b-51d0-4c67-8ab1-fbec4f246770 · inbound

MME-Reasoning: A Comprehensive Benchmark for Logical Reasoning in MLLMs cites this paper.

MME-Reasoning: A Comprehensive Benchmark for Logical Reasoning in MLLMs MM-IQ: Benchmarking Human-Like Abstraction and Reasoning in Multimodal Models

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T13:35:55.549583Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0ac1d8d1-47ac-46b8-a4fa-ba1fb0af3714 · inbound

MIRAGE: Assessing Hallucination in Multimodal Reasoning Chains of MLLM cites this paper.

MIRAGE: Assessing Hallucination in Multimodal Reasoning Chains of MLLM MM-IQ: Benchmarking Human-Like Abstraction and Reasoning in Multimodal Models

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-07T12:33:06.268894Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9c436822-d943-4e1f-a1c2-924f170c08be · inbound

Boosting Vulnerability Detection of LLMs via Curriculum Preference Optimization with Synthetic Reasoning Data cites this paper.

Boosting Vulnerability Detection of LLMs via Curriculum Preference Optimization with Synthetic Reasoning Data MM-IQ: Benchmarking Human-Like Abstraction and Reasoning in Multimodal Models

Reference 4455

Resolution: unresolved; no resolver link, observed 2026-08-07T05:41:54.389863Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 21186ae1-501d-4c0f-aca8-09281ecef484 · inbound

VL-Cogito: Progressive Curriculum Reinforcement Learning for Advanced Multimodal Reasoning cites this paper.

VL-Cogito: Progressive Curriculum Reinforcement Learning for Advanced Multimodal Reasoning MM-IQ: Benchmarking Human-Like Abstraction and Reasoning in Multimodal Models

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-06T11:35:10.875843Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 82d4b4d0-877f-47f0-855d-f7272efa9c0f · inbound

Physical Plausibility Reasoning via HCM-GRPO: Empowering Compact Model for Superior Performance cites this paper.

Physical Plausibility Reasoning via HCM-GRPO: Empowering Compact Model for Superior Performance MM-IQ: Benchmarking Human-Like Abstraction and Reasoning in Multimodal Models

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-03T22:36:09.932091Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 29de4c11-ee20-4c29-b729-08c2b809fffa · inbound

Enhancing Multimodal In-Context Learning via Inductive-Deductive Reasoning cites this paper.

Enhancing Multimodal In-Context Learning via Inductive-Deductive Reasoning MM-IQ: Benchmarking Human-Like Abstraction and Reasoning in Multimodal Models

Reference 7

Resolution: verified exact; arxiv_id, observed 2026-05-09T05:55:31.190380Z

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 226454fd-a7e1-45c9-9446-a7d9a9157029 · inbound

StemBind: When MLLMs Get Lost Between Rules and Instances in Abstract Visual Reasoning cites this paper.

StemBind: When MLLMs Get Lost Between Rules and Instances in Abstract Visual Reasoning MM-IQ: Benchmarking Human-Like Abstraction and Reasoning in Multimodal Models

Reference 4

Resolution: verified exact; arxiv_id, observed 2026-06-29T00:12:50.337644Z

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 59705aeb-c08c-4a07-b580-a35532272c24 · 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 MM-IQ: Benchmarking Human-Like Abstraction and Reasoning in Multimodal Models

Reference 17

Resolution: verified exact; arxiv_id, observed 2026-07-03T05:57:41.642430Z

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 0f024524-d78f-4914-bc05-efeb83432add · inbound

LASER: A Corrective Lens for LVLMs via Visual Attention Preservation and Sink Suppression cites this paper.

LASER: A Corrective Lens for LVLMs via Visual Attention Preservation and Sink Suppression MM-IQ: Benchmarking Human-Like Abstraction and Reasoning in Multimodal Models

Reference 4

Resolution: metadata mismatch; arxiv_id, observed 2026-07-03T16:58:42.495183Z

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 cefddff5-b290-4d9e-8837-d75c549dc05b · inbound

Boogu-Image-0.1: Boosting Open Agentic Multimodal Generation via Understanding under a Minimal Budget cites this paper.

Boogu-Image-0.1: Boosting Open Agentic Multimodal Generation via Understanding under a Minimal Budget MM-IQ: Benchmarking Human-Like Abstraction and Reasoning in Multimodal Models

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-02T06:13:50.663556Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.