Paper Citation Record · LEDGER

A Survey on Evaluation of Multimodal Large Language Models

As of 23 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 20 inbound Pith citation observations for arXiv:2408.15769.

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

pith.paper-citation-record.v1
2408.15769 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 20 of 20 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 20 of 20 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-16T11:24:12.097192Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-21T10:34:07.256051Z

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 04abcfd6-1a15-454f-a924-b65aa7dcd855 · inbound

Large Language Model-Brained GUI Agents: A Survey cites this paper.

Large Language Model-Brained GUI Agents: A Survey A Survey on Evaluation of Multimodal Large Language Models

Reference 59

Resolution: verified exact; arxiv_id, observed 2026-05-19T11:08:28.036970Z

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.

Observation ec607f9a-a940-4aa7-91db-7c1eca2d044a · inbound

Explainable and Interpretable Multimodal Large Language Models: A Comprehensive Survey cites this paper.

Explainable and Interpretable Multimodal Large Language Models: A Comprehensive Survey A Survey on Evaluation of Multimodal Large Language Models

Reference 108

Resolution: unresolved; no resolver link, observed 2026-08-11T23:54:23.655726Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 37a6830a-9e8e-43ea-953f-aec62da1ffe3 · inbound

Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search cites this paper.

Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search A Survey on Evaluation of Multimodal Large Language Models

Reference 2018

Resolution: unresolved; no resolver link, observed 2026-08-11T04:53:11.781191Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d4471af5-eab1-4499-b9f6-648073ee7d76 · inbound

Next Token Prediction Towards Multimodal Intelligence: A Comprehensive Survey cites this paper.

Next Token Prediction Towards Multimodal Intelligence: A Comprehensive Survey A Survey on Evaluation of Multimodal Large Language Models

Reference 168

Resolution: unresolved; no resolver link, observed 2026-08-11T14:59:01.859085Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 00933da5-cdf5-4a31-b37a-4f39eab45692 · inbound

Enhanced Multimodal RAG-LLM for Accurate Visual Question Answering cites this paper.

Enhanced Multimodal RAG-LLM for Accurate Visual Question Answering A Survey on Evaluation of Multimodal Large Language Models

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-10T23:10:33.015365Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7e1cb9d6-6066-465c-97fb-6a20d02cbeac · inbound

Can Multimodal LLMs do Visual Temporal Understanding and Reasoning? The answer is No! cites this paper.

Can Multimodal LLMs do Visual Temporal Understanding and Reasoning? The answer is No! A Survey on Evaluation of Multimodal Large Language Models

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-10T19:06:46.194763Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 73dd6bd7-988e-42e1-a932-9b5a3e87f154 · inbound

Towards Reasoning Era: A Survey of Long Chain-of-Thought for Reasoning Large Language Models cites this paper.

Towards Reasoning Era: A Survey of Long Chain-of-Thought for Reasoning Large Language Models A Survey on Evaluation of Multimodal Large Language Models

Reference 289

Resolution: verified exact; arxiv_id, observed 2026-05-12T08:40:41.688765Z

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.

Observation 3bd41662-074e-4ff0-ac5a-ffa8f1d94484 · inbound

A Comprehensive Survey in LLM(-Agent) Full Stack Safety: Data, Training and Deployment cites this paper.

A Comprehensive Survey in LLM(-Agent) Full Stack Safety: Data, Training and Deployment A Survey on Evaluation of Multimodal Large Language Models

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-16T11:24:12.097192Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bbe1d679-9c90-4203-9523-e2d6fdc4b450 · inbound

Toward Generalizable Evaluation in the LLM Era: A Survey Beyond Benchmarks cites this paper.

Toward Generalizable Evaluation in the LLM Era: A Survey Beyond Benchmarks A Survey on Evaluation of Multimodal Large Language Models

Reference 143

Resolution: unresolved; no resolver link, observed 2026-08-16T10:12:00.700076Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6023184c-710a-4066-a4cb-332ab1951308 · inbound

Benchmarking Multimodal Knowledge Conflict for Large Multimodal Models cites this paper.

Benchmarking Multimodal Knowledge Conflict for Large Multimodal Models A Survey on Evaluation of Multimodal Large Language Models

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-07T14:16:55.906329Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c2252e6d-8f3a-4ad4-81d6-87a0f853c88b · inbound

Uncertainty-o: One Model-agnostic Framework for Unveiling Uncertainty in Large Multimodal Models cites this paper.

Uncertainty-o: One Model-agnostic Framework for Unveiling Uncertainty in Large Multimodal Models A Survey on Evaluation of Multimodal Large Language Models

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-07T05:36:15.568736Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f09d3e57-92b7-4da0-9496-38c4d707aeac · inbound

AVA-Bench: Atomic Visual Ability Benchmark for Vision Foundation Models cites this paper.

AVA-Bench: Atomic Visual Ability Benchmark for Vision Foundation Models A Survey on Evaluation of Multimodal Large Language Models

Reference 36

Resolution: verified exact; arxiv_id, observed 2026-05-19T11:13:02.831115Z

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.

Observation 3b6839a1-2a9a-4720-84af-974319007cc1 · inbound

From LLMs to MLLMs to Agents: A Survey of Emerging Paradigms in Jailbreak Attacks and Defenses within LLM Ecosystem cites this paper.

From LLMs to MLLMs to Agents: A Survey of Emerging Paradigms in Jailbreak Attacks and Defenses within LLM Ecosystem A Survey on Evaluation of Multimodal Large Language Models

Reference 138

Resolution: unresolved; no resolver link, observed 2026-08-15T19:45:10.154494Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6d1b235c-0761-47ee-8af3-9719f156e79b · inbound

Street-Level Geolocalization Using Multimodal Large Language Models and Retrieval-Augmented Generation cites this paper.

Street-Level Geolocalization Using Multimodal Large Language Models and Retrieval-Augmented Generation A Survey on Evaluation of Multimodal Large Language Models

Reference 75

Resolution: unresolved; no resolver link, observed 2026-08-05T12:44:46.842259Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7b2b85b1-491e-4086-bd9c-b0819c6da1b1 · inbound

Locate-then-Sparsify: Attribution Guided Sparse Strategy for Visual Hallucination Mitigation cites this paper.

Locate-then-Sparsify: Attribution Guided Sparse Strategy for Visual Hallucination Mitigation A Survey on Evaluation of Multimodal Large Language Models

Reference 12

Resolution: verified exact; arxiv_id, observed 2026-05-21T10:34:07.258882Z

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.

Observation ff959bb2-be03-4605-ab1a-9684f071899b · inbound

QoS-QoE Translation with Large Language Model cites this paper.

QoS-QoE Translation with Large Language Model A Survey on Evaluation of Multimodal Large Language Models

Reference 12

Resolution: verified exact; arxiv_id, observed 2026-05-11T07:41:01.175195Z

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.

Observation a26a0f95-4b7b-49c8-ba2d-a90c8f330a53 · inbound

CrossCult-KIBench: A Benchmark for Cross-Cultural Knowledge Insertion in MLLMs cites this paper.

CrossCult-KIBench: A Benchmark for Cross-Cultural Knowledge Insertion in MLLMs A Survey on Evaluation of Multimodal Large Language Models

Reference 1

Resolution: verified exact; arxiv_id, observed 2026-05-11T20:01:08.880958Z

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.

Observation 66c826d2-5bb5-46b3-a91a-e361fe3713d3 · inbound

CrossCult-KIBench: A Benchmark for Cross-Cultural Knowledge Insertion in MLLMs cites this paper.

CrossCult-KIBench: A Benchmark for Cross-Cultural Knowledge Insertion in MLLMs A Survey on Evaluation of Multimodal Large Language Models

Reference 1

Resolution: verified exact; arxiv_id, observed 2026-05-11T00:50:49.680393Z

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.

Observation fdb1882c-9298-4079-854e-465c923a66c0 · inbound

KnowHal: A Knowledge-Driven Benchmark for Comprehensive Multimodal Hallucination Evaluation cites this paper.

KnowHal: A Knowledge-Driven Benchmark for Comprehensive Multimodal Hallucination Evaluation A Survey on Evaluation of Multimodal Large Language Models

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-05T12:40:15.292794Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation efed6e94-41bb-432a-b7d6-2927cea06f9f · inbound

Order Matters: LVLMs as Judges for Temporal Reasoning in Image Sequences cites this paper.

Order Matters: LVLMs as Judges for Temporal Reasoning in Image Sequences A Survey on Evaluation of Multimodal Large Language Models

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-12T14:37:29.980951Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.