Paper Citation Record · LEDGER

SMAR: Soft Modality-Aware Routing Strategy for MoE-based Multimodal Large Language Models Preserving Language Capabilities

As of 7 August 2026, this Paper Citation Record lists 43 of 43 outbound references and 2 inbound Pith citation observations for arXiv:2506.06406.

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

pith.paper-citation-record.v1
2506.06406 v2

Coverage vector

measured 43 of 43 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T06:07:18.756314Z

measured 45 of 45 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 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-26T17:37:11.371892Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T03:49:30.288998Z

Reference resolution

43 of 43 outbound references displayed

verified exact1
verified fuzzy0
unresolved42
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 63de56e4-123c-499d-a9a5-4b116ff6647a · outbound

This paper cites Program Synthesis with Large Language Models.

SMAR: Soft Modality-Aware Routing Strategy for MoE-based Multimodal Large Language Models Preserving Language Capabilities Program Synthesis with Large Language Models

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-07T06:07:18.628001Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 22a3c7e3-38ff-41d0-ae72-6467b4e4aae8 · outbound

This paper cites Evaluating Large Language Models Trained on Code.

SMAR: Soft Modality-Aware Routing Strategy for MoE-based Multimodal Large Language Models Preserving Language Capabilities Evaluating Large Language Models Trained on Code

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-07T06:07:18.632294Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c63dbb51-d73f-42c0-b814-6b769259240d · outbound

This paper cites an unresolved cited work.

SMAR: Soft Modality-Aware Routing Strategy for MoE-based Multimodal Large Language Models Preserving Language Capabilities Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-07T06:07:19.190887Z

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 63ae4088-6e2f-4793-a589-ac884c18f27f · outbound

This paper cites an unresolved cited work.

SMAR: Soft Modality-Aware Routing Strategy for MoE-based Multimodal Large Language Models Preserving Language Capabilities Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-07T06:07:18.638220Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a61227cf-1e23-44b3-8ab7-818086991d17 · outbound

This paper cites Think you have Solved Question Answering? Try ARC, the AI2 Reasoning Challenge.

SMAR: Soft Modality-Aware Routing Strategy for MoE-based Multimodal Large Language Models Preserving Language Capabilities Think you have Solved Question Answering? Try ARC, the AI2 Reasoning Challenge

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-07T06:07:18.641207Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bc131fbc-9672-411f-925b-3baab4a733be · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

SMAR: Soft Modality-Aware Routing Strategy for MoE-based Multimodal Large Language Models Preserving Language Capabilities Training Verifiers to Solve Math Word Problems

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-07T06:07:18.644393Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 775ba093-313d-4771-a630-568c64d98087 · outbound

This paper cites an unresolved cited work.

SMAR: Soft Modality-Aware Routing Strategy for MoE-based Multimodal Large Language Models Preserving Language Capabilities Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T06:07:18.647767Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0323784d-d5cb-4bd0-9d05-6708c5074645 · outbound

This paper cites MME: A Comprehensive Evaluation Benchmark for Multimodal Large Language Models.

SMAR: Soft Modality-Aware Routing Strategy for MoE-based Multimodal Large Language Models Preserving Language Capabilities MME: A Comprehensive Evaluation Benchmark for Multimodal Large Language Models

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T06:07:18.650503Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 448e7ee4-c789-4f20-b6a3-3023fedf271c · outbound

This paper cites VITA: Towards Open-Source Interactive Omni Multimodal LLM.

SMAR: Soft Modality-Aware Routing Strategy for MoE-based Multimodal Large Language Models Preserving Language Capabilities VITA: Towards Open-Source Interactive Omni Multimodal LLM

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-07T06:07:18.654045Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 10328816-aab7-48b9-9ffa-029e594cd009 · outbound

This paper cites an unresolved cited work.

SMAR: Soft Modality-Aware Routing Strategy for MoE-based Multimodal Large Language Models Preserving Language Capabilities Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T06:07:18.657405Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6402cd50-3cfe-4f43-a32f-c406cf027de9 · outbound

This paper cites an unresolved cited work.

SMAR: Soft Modality-Aware Routing Strategy for MoE-based Multimodal Large Language Models Preserving Language Capabilities Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T06:07:18.660408Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8b03ea7e-4ee6-45b4-ad49-0bd6fa39829c · outbound

This paper cites Measuring Massive Multitask Language Understanding.

SMAR: Soft Modality-Aware Routing Strategy for MoE-based Multimodal Large Language Models Preserving Language Capabilities Measuring Massive Multitask Language Understanding

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T06:07:18.663106Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1f19c6af-818c-4bfb-9c74-1a792f080ae7 · outbound

This paper cites an unresolved cited work.

SMAR: Soft Modality-Aware Routing Strategy for MoE-based Multimodal Large Language Models Preserving Language Capabilities Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T06:07:18.665879Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aaa6fc29-b65d-4719-b226-965d57f32894 · outbound

This paper cites DeRS: Towards Extremely Efficient Upcycled Mixture-of-Experts Models.

SMAR: Soft Modality-Aware Routing Strategy for MoE-based Multimodal Large Language Models Preserving Language Capabilities DeRS: Towards Extremely Efficient Upcycled Mixture-of-Experts Models

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-07T06:07:18.668681Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c9e1ad4b-9a49-4638-a872-cba60c3225cd · outbound

This paper cites an unresolved cited work.

SMAR: Soft Modality-Aware Routing Strategy for MoE-based Multimodal Large Language Models Preserving Language Capabilities Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T06:07:18.671633Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5deaa1cd-794a-490e-afe0-ddf22662bdd5 · outbound

This paper cites an unresolved cited work.

SMAR: Soft Modality-Aware Routing Strategy for MoE-based Multimodal Large Language Models Preserving Language Capabilities Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-07T06:07:18.674134Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2bf5e155-79bb-435d-bfb0-f0966833fa0a · outbound

This paper cites an unresolved cited work.

SMAR: Soft Modality-Aware Routing Strategy for MoE-based Multimodal Large Language Models Preserving Language Capabilities Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-07T06:07:19.132413Z

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 f3f4cfab-dc4a-4f7d-8d48-e9a33a5883f2 · outbound

This paper cites Mixtral of Experts.

SMAR: Soft Modality-Aware Routing Strategy for MoE-based Multimodal Large Language Models Preserving Language Capabilities Mixtral of Experts

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-07T06:07:18.679559Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cd3455cc-5b98-45ff-a5a9-5f26e7278067 · outbound

This paper cites MIMIC-IT: Multi-Modal In-Context Instruction Tuning.

SMAR: Soft Modality-Aware Routing Strategy for MoE-based Multimodal Large Language Models Preserving Language Capabilities MIMIC-IT: Multi-Modal In-Context Instruction Tuning

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-07T06:07:18.682318Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f1bce6f4-2bd2-43e1-b54c-0a8033a0e85c · outbound

This paper cites Aria: An Open Multimodal Native Mixture-of-Experts Model.

SMAR: Soft Modality-Aware Routing Strategy for MoE-based Multimodal Large Language Models Preserving Language Capabilities Aria: An Open Multimodal Native Mixture-of-Experts Model

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-07T06:07:18.685096Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 282ec686-b626-4f3f-99c5-82e91bd4d343 · outbound

This paper cites Evaluating Object Hallucination in Large Vision-Language Models.

SMAR: Soft Modality-Aware Routing Strategy for MoE-based Multimodal Large Language Models Preserving Language Capabilities Evaluating Object Hallucination in Large Vision-Language Models

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-07T06:07:18.688060Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f5285802-7320-4c7d-9033-a8c47f277e76 · outbound

This paper cites an unresolved cited work.

SMAR: Soft Modality-Aware Routing Strategy for MoE-based Multimodal Large Language Models Preserving Language Capabilities Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-07T06:07:19.122660Z

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 28af6510-c93c-477b-b1d3-13e95500b72b · outbound

This paper cites MoE-LLaVA: Mixture of Experts for Large Vision-Language Models.

SMAR: Soft Modality-Aware Routing Strategy for MoE-based Multimodal Large Language Models Preserving Language Capabilities MoE-LLaVA: Mixture of Experts for Large Vision-Language Models

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-07T06:07:18.694315Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7123fe5c-a3a2-47ca-9566-3485d3b2da36 · outbound

This paper cites DeepSeek-V3 Technical Report.

SMAR: Soft Modality-Aware Routing Strategy for MoE-based Multimodal Large Language Models Preserving Language Capabilities DeepSeek-V3 Technical Report

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-07T06:07:18.697419Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8285782b-0127-41d9-9307-f8ada987fe7e · outbound

This paper cites an unresolved cited work.

SMAR: Soft Modality-Aware Routing Strategy for MoE-based Multimodal Large Language Models Preserving Language Capabilities Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-07T06:07:19.111754Z

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 2078fe11-956c-4151-8fde-76cedfc49eea · outbound

This paper cites Improved Baselines with Visual Instruction Tuning.

SMAR: Soft Modality-Aware Routing Strategy for MoE-based Multimodal Large Language Models Preserving Language Capabilities Improved Baselines with Visual Instruction Tuning

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-07T06:07:18.703254Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5f8df444-c446-4bb5-ac4b-33fcf4ffc482 · outbound

This paper cites MMBench: Is Your Multi-modal Model an All-around Player?.

SMAR: Soft Modality-Aware Routing Strategy for MoE-based Multimodal Large Language Models Preserving Language Capabilities MMBench: Is Your Multi-modal Model an All-around Player?

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-07T06:07:18.706687Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7c5d21b5-ee39-46db-9910-25539fd7d7f2 · outbound

This paper cites A Closer Look into Mixture-of-Experts in Large Language Models.

SMAR: Soft Modality-Aware Routing Strategy for MoE-based Multimodal Large Language Models Preserving Language Capabilities A Closer Look into Mixture-of-Experts in Large Language Models

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-07T06:07:18.709996Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8fddfa3f-67fc-44b3-b98f-c2301724f74b · outbound

This paper cites Awaker2.5-VL: Stably Scaling MLLMs with Parameter-Efficient Mixture of Experts.

SMAR: Soft Modality-Aware Routing Strategy for MoE-based Multimodal Large Language Models Preserving Language Capabilities Awaker2.5-VL: Stably Scaling MLLMs with Parameter-Efficient Mixture of Experts

Reference 29

Resolution: verified exact; local_arxiv, observed 2026-08-07T06:07:18.899490Z

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 fd6109ee-ada3-446c-b31f-4c4ff2fce663 · outbound

This paper cites an unresolved cited work.

SMAR: Soft Modality-Aware Routing Strategy for MoE-based Multimodal Large Language Models Preserving Language Capabilities Unresolved cited work

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-07T06:07:18.716045Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3e05ec7b-f3b2-4b73-9f76-0d1c6efa92ff · outbound

This paper cites Mono-InternVL: Pushing the Boundaries of Monolithic Multimodal Large Language Models with Endogenous Visual Pre-training.

SMAR: Soft Modality-Aware Routing Strategy for MoE-based Multimodal Large Language Models Preserving Language Capabilities Mono-InternVL: Pushing the Boundaries of Monolithic Multimodal Large Language Models with Endogenous Visual Pre-training

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-07T06:07:18.718743Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a9c08a38-53d3-457e-969e-ede02d5259a4 · outbound

This paper cites Scaling Vision-Language Models with Sparse Mixture of Experts.

SMAR: Soft Modality-Aware Routing Strategy for MoE-based Multimodal Large Language Models Preserving Language Capabilities Scaling Vision-Language Models with Sparse Mixture of Experts

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-07T06:07:18.721641Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 394f3ab2-c6d4-4341-8e0e-bed22571504d · outbound

This paper cites an unresolved cited work.

SMAR: Soft Modality-Aware Routing Strategy for MoE-based Multimodal Large Language Models Preserving Language Capabilities Unresolved cited work

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-07T06:07:18.724943Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a74b0e79-d9ec-441a-b815-ce86473df032 · outbound

This paper cites Challenging BIG-Bench Tasks and Whether Chain-of-Thought Can Solve Them.

SMAR: Soft Modality-Aware Routing Strategy for MoE-based Multimodal Large Language Models Preserving Language Capabilities Challenging BIG-Bench Tasks and Whether Chain-of-Thought Can Solve Them

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-07T06:07:18.727782Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 464049c1-2cff-40ee-a310-a8cab0779050 · outbound

This paper cites To See is to Believe: Prompting GPT-4V for Better Visual Instruction Tuning.

SMAR: Soft Modality-Aware Routing Strategy for MoE-based Multimodal Large Language Models Preserving Language Capabilities To See is to Believe: Prompting GPT-4V for Better Visual Instruction Tuning

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-07T06:07:18.730814Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3dd10295-76b8-4af8-a3b4-4f7e5a63280e · outbound

This paper cites Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution.

SMAR: Soft Modality-Aware Routing Strategy for MoE-based Multimodal Large Language Models Preserving Language Capabilities Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-07T06:07:18.733801Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 03676ca5-b6a8-4558-bd3d-668b85a2abd1 · outbound

This paper cites DeepSeek-VL2: Mixture-of-Experts Vision-Language Models for Advanced Multimodal Understanding.

SMAR: Soft Modality-Aware Routing Strategy for MoE-based Multimodal Large Language Models Preserving Language Capabilities DeepSeek-VL2: Mixture-of-Experts Vision-Language Models for Advanced Multimodal Understanding

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-07T06:07:18.736853Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9abc1843-2189-4c62-9e5c-abef3a050435 · outbound

This paper cites MM-Vet: Evaluating Large Multimodal Models for Integrated Capabilities.

SMAR: Soft Modality-Aware Routing Strategy for MoE-based Multimodal Large Language Models Preserving Language Capabilities MM-Vet: Evaluating Large Multimodal Models for Integrated Capabilities

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-07T06:07:18.739865Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5f34ee9f-7788-4d0d-a120-3aefb3b8a817 · outbound

This paper cites Flex-MoE: Modeling Arbitrary Modality Combination via the Flexible Mixture-of-Experts.

SMAR: Soft Modality-Aware Routing Strategy for MoE-based Multimodal Large Language Models Preserving Language Capabilities Flex-MoE: Modeling Arbitrary Modality Combination via the Flexible Mixture-of-Experts

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-07T06:07:18.743037Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d3be2cd5-5769-47ea-b6ce-7c20742fe64a · outbound

This paper cites SVIT: Scaling up Visual Instruction Tuning.

SMAR: Soft Modality-Aware Routing Strategy for MoE-based Multimodal Large Language Models Preserving Language Capabilities SVIT: Scaling up Visual Instruction Tuning

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-07T06:07:18.746047Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation db7f6372-5063-45cd-a668-436b9868de46 · outbound

This paper cites Instruction-Following Evaluation for Large Language Models.

SMAR: Soft Modality-Aware Routing Strategy for MoE-based Multimodal Large Language Models Preserving Language Capabilities Instruction-Following Evaluation for Large Language Models

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-07T06:07:18.749679Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f87fc2ed-0264-454e-bcbe-f65bd3848cdc · outbound

This paper cites online" 'onlinestring :=.

SMAR: Soft Modality-Aware Routing Strategy for MoE-based Multimodal Large Language Models Preserving Language Capabilities online" 'onlinestring :=

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-07T06:07:18.752652Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d1a23bbd-19df-4c9a-9791-dcb754839e5d · outbound

This paper cites write newline.

SMAR: Soft Modality-Aware Routing Strategy for MoE-based Multimodal Large Language Models Preserving Language Capabilities write newline

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-07T06:07:18.756314Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 86c4feab-4bc6-4940-ba8d-94eb72d8a422 · inbound

SMoES: Soft Modality-Guided Expert Specialization in MoE-VLMs cites this paper.

SMoES: Soft Modality-Guided Expert Specialization in MoE-VLMs SMAR: Soft Modality-Aware Routing Strategy for MoE-based Multimodal Large Language Models Preserving Language Capabilities

Reference 61

Resolution: verified exact; arxiv_id, observed 2026-05-11T21:41:13.628810Z

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 6c4ee269-de3e-430b-a286-851419e5989d · inbound

CogniRoute: Learning to Route Social Evidence in Omni-Modal Models cites this paper.

CogniRoute: Learning to Route Social Evidence in Omni-Modal Models SMAR: Soft Modality-Aware Routing Strategy for MoE-based Multimodal Large Language Models Preserving Language Capabilities

Reference 201

Resolution: metadata mismatch; arxiv_id, observed 2026-07-04T03:49:30.291552Z

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.