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Paper Citation Record · LEDGER

Kwai Keye-VL 1.5 Technical Report

As of 17 August 2026, this Paper Citation Record lists 44 of 44 outbound references and 31 inbound Pith citation observations for arXiv:2509.01563.

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

pith.paper-citation-record.v1
2509.01563 v3

Coverage vector

measured 44 of 44 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T12:28:32.039808Z

measured 75 of 75 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+00:00

measured 31 of 31 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-12T20:43:52.925722Z

measured 1 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

44 of 44 outbound references displayed

  • verified exact0
  • verified fuzzy3
  • unresolved41
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

0
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

Observation 96155cd7-0c6c-4024-82aa-e5c64c3c9243 · outbound

This paper cites The Llama 3 Herd of Models.

Kwai Keye-VL 1.5 Technical Report The Llama 3 Herd of Models

Reference 1

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no resolver link, observed 2026-08-05T12:28:24.911132Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T12:28:24.911132Z digest=sha256:4a611fd08dd4ff097e5807bfbbd94079e7181fe7b3a557121fff70ac15a0ce8a

Observation 54891770-a499-44b3-9f06-783853d26b34 · outbound

This paper cites Emu3: Next-Token Prediction is All You Need.

Kwai Keye-VL 1.5 Technical Report Emu3: Next-Token Prediction is All You Need

Reference 3

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no resolver link, observed 2026-08-05T12:28:25.288692Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T12:28:25.288692Z digest=sha256:82fe4bd7da94fbc7ea939d5d0fc22b7c42e3a2eb8119020266d3cef0b0dcfc12

Observation d0ad010b-53b9-48b2-bc88-156d9c6f71aa · outbound

This paper cites an unresolved cited work.

Kwai Keye-VL 1.5 Technical Report Unresolved cited work

Reference 5

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T12:28:25.600786Z digest=sha256:1009a3ef2f6fd7c4128cc58eb9228435eff7e265815bf517856ac86f43f90e4b

Observation dd942ec4-2f9a-403f-8681-a1c98494e426 · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

Kwai Keye-VL 1.5 Technical Report DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 6

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no resolver link, observed 2026-08-05T12:28:25.798334Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T12:28:25.798334Z digest=sha256:04698bb7b60d5d9151ae9e1223af5a8c6234ee7266b10cfbdfa9e9fb4e827237

Observation 8fb37b12-9d52-4f8e-bb8a-47334319bc4f · outbound

This paper cites Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling.

Kwai Keye-VL 1.5 Technical Report Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 7

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no resolver link, observed 2026-08-05T12:28:25.940572Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T12:28:25.940572Z digest=sha256:4a57aa99456c5ac1eab0c461977b70fb83c3fa1ca5e4f0043242e120add86cf4

Observation 542b9c3b-94ea-4e45-8c62-8379f0fe64b0 · outbound

This paper cites Kimi-VL Technical Report.

Kwai Keye-VL 1.5 Technical Report Kimi-VL Technical Report

Reference 8

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no resolver link, observed 2026-08-05T12:28:26.070670Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T12:28:26.070670Z digest=sha256:770d4e58ff0261051c22d0353e71c257324b33a91bd596baa765c9c1790d2f78

Observation c2adc5cd-ff45-4554-9c9a-f5ecbf6f407d · outbound

This paper cites VITA-1.5: Towards GPT-4o Level Real-Time Vision and Speech Interaction.

Kwai Keye-VL 1.5 Technical Report VITA-1.5: Towards GPT-4o Level Real-Time Vision and Speech Interaction

Reference 9

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T12:28:26.227633Z digest=sha256:588fd24d845e51d802792276717e10c80d9e9066cc27260fb53b1729280fdfd1

Observation 9af9e927-2ea1-4b3b-b5c2-312c6ead1120 · outbound

This paper cites RAIN: Your Language Models Can Align Themselves without Finetuning.

Kwai Keye-VL 1.5 Technical Report RAIN: Your Language Models Can Align Themselves without Finetuning

Reference 10

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source=pdf_text observed=2026-08-05T12:28:26.384522Z digest=sha256:32bc69026941780fdc11520ce88abae9f4844b13efbb38c4e979274fcbe5737a

Observation 4a4d3bcf-c754-407e-90e5-db416ee141c3 · outbound

This paper cites Feast Your Eyes: Mixture-of-Resolution Adaptation for Multimodal Large Language Models.

Kwai Keye-VL 1.5 Technical Report Feast Your Eyes: Mixture-of-Resolution Adaptation for Multimodal Large Language Models

Reference 12

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no resolver link, observed 2026-08-05T12:28:26.680272Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T12:28:26.680272Z digest=sha256:2543c8b82281acfb7ea28a26aa3623a80f2339441e56cd2cb30d9255a12de702

Observation 7ca2ec95-3991-4fe6-8abb-0740c4141272 · outbound

This paper cites DenseWorld-1M: Towards Detailed Dense Grounded Caption in the Real World.

Kwai Keye-VL 1.5 Technical Report DenseWorld-1M: Towards Detailed Dense Grounded Caption in the Real World

Reference 13

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no resolver link, observed 2026-08-05T12:28:26.818295Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T12:28:26.818295Z digest=sha256:a136a9cd14a06ee379c5b5f7cce748b1234ed6b92a39daf291082fb0e7ceb63d

Observation 5d978ab4-d259-45df-8b6f-e2b7bfb53809 · outbound

This paper cites MLLM-Selector: Necessity and Diversity-driven High-Value Data Selection for Enhanced Visual Instruction Tuning.

Kwai Keye-VL 1.5 Technical Report MLLM-Selector: Necessity and Diversity-driven High-Value Data Selection for Enhanced Visual Instruction Tuning

Reference 14

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T12:28:26.968895Z digest=sha256:d74bf821fcc00e0017632c0f08b3371b357ef8289c384650fe0eb8d4feeba845

Observation 87bf0350-663b-4f0c-9efb-884c8ddf2137 · outbound

This paper cites OpenThinkIMG: Learning to Think with Images via Visual Tool Reinforcement Learning.

Kwai Keye-VL 1.5 Technical Report OpenThinkIMG: Learning to Think with Images via Visual Tool Reinforcement Learning

Reference 15

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no resolver link, observed 2026-08-05T12:28:27.117812Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T12:28:27.117812Z digest=sha256:03c3f8bec265abd29d5faa253b6f4641c12a2f6ff9af9d6f645a2b7bed597b92

Observation b3f71dca-5c40-40b1-b45d-d5f9da73f9e4 · outbound

This paper cites Open-Reasoner-Zero: An Open Source Approach to Scaling Up Reinforcement Learning on the Base Model.

Kwai Keye-VL 1.5 Technical Report Open-Reasoner-Zero: An Open Source Approach to Scaling Up Reinforcement Learning on the Base Model

Reference 16

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T12:28:27.256289Z digest=sha256:0876b897e6d05bc987bd97b6bd87f3270f384f9cdde65b47176e2e6750ae67fc

Observation 0d1a1c19-d362-4e8a-ad93-90968ce2a127 · outbound

This paper cites Video-LLaVA: Learning United Visual Representation by Alignment Before Projection.

Kwai Keye-VL 1.5 Technical Report Video-LLaVA: Learning United Visual Representation by Alignment Before Projection

Reference 17

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no resolver link, observed 2026-08-05T12:28:27.379864Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T12:28:27.379864Z digest=sha256:b1717195a8302def138041fc11604843e542d503e4e391f292e6a71ecc4aab85

Observation 495ff408-8c7d-4691-8774-7c4a7e2be882 · outbound

This paper cites Video-rag: Visually-aligned retrieval-augmented long video comprehension.

Kwai Keye-VL 1.5 Technical Report Video-rag: Visually-aligned retrieval-augmented long video comprehension

Reference 18

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no resolver link, observed 2026-08-05T12:28:27.513986Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T12:28:27.513986Z digest=sha256:4fcb4cb16d078abed2d3829090f6d98c10427e2741a849bf27afbd2a40ca93e9

Observation a12813f4-2c92-43ff-8589-3e99cc7e1263 · outbound

This paper cites MiniCPM-V: A GPT-4V Level MLLM on Your Phone.

Kwai Keye-VL 1.5 Technical Report MiniCPM-V: A GPT-4V Level MLLM on Your Phone

Reference 20

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no resolver link, observed 2026-08-05T12:28:27.854438Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T12:28:27.854438Z digest=sha256:4111f25d1ade49bd7058ec38789890bba98f14cd2158fd078844c1d88ef6a364

Observation 57b1d7c1-320c-41fe-a077-90b401a1b58d · outbound

This paper cites Public Domain 12M: A Highly Aesthetic Image-Text Dataset with Novel Governance Mechanisms.

Kwai Keye-VL 1.5 Technical Report Public Domain 12M: A Highly Aesthetic Image-Text Dataset with Novel Governance Mechanisms

Reference 21

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no resolver link, observed 2026-08-05T12:28:28.020884Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T12:28:28.020884Z digest=sha256:efd942d666a82e41fc6f0a42718209ebe1377f448cd796535bfabcb917c1a9fd

Observation 7ba892cb-0d2e-4f90-8022-f7fd4d9b9606 · outbound

This paper cites Microsoft coco: Common objects in context.

Kwai Keye-VL 1.5 Technical Report Microsoft coco: Common objects in context

Reference 22

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verified fuzzy
raw_fallback, observed 2026-08-05T12:28:33.756086Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-05T12:28:28.159724Z digest=sha256:c98635b182d039a34d1b80fd0033e8398ba9e5940fcaefd552d2b257d7e63442

Observation 5672ce2c-f641-4552-ba1f-88334ca51faf · outbound

This paper cites Tarsier2: Advancing Large Vision-Language Models from Detailed Video Description to Comprehensive Video Understanding.

Kwai Keye-VL 1.5 Technical Report Tarsier2: Advancing Large Vision-Language Models from Detailed Video Description to Comprehensive Video Understanding

Reference 24

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T12:28:28.452005Z digest=sha256:78b222f9852562f39d587c58ad066e6a701fa9acd8f0860c4add915cc437680a

Observation 93cc01e1-b660-4105-bb4e-3443d681fd57 · outbound

This paper cites ReferItGame: Referring to objects in photographs of natural scenes.

Kwai Keye-VL 1.5 Technical Report ReferItGame: Referring to objects in photographs of natural scenes

Reference 25

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verified fuzzy
raw_fallback, observed 2026-08-05T12:28:33.428166Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-05T12:28:28.609733Z digest=sha256:b26093810f84311f4284293dfd32df4e6f3a6473951534aadc93f9dc1b06f0fd

Observation 751aa989-2eba-4ed7-8995-5076ca6ec675 · outbound

This paper cites doi: 10.3115/v1/D14-1086.

Kwai Keye-VL 1.5 Technical Report doi: 10.3115/v1/D14-1086

Reference 26

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no resolver link, observed 2026-08-05T12:28:28.751688Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T12:28:28.751688Z digest=sha256:65af888ec2cad5f17f9eae5ee4cf5df867bfb71626d7e7e85b7e58a2328e5243

Observation f696242a-dd65-4674-8dfc-64c84568f856 · outbound

This paper cites Molmo and PixMo: Open Weights and Open Data for State-of-the-Art Vision-Language Models.

Kwai Keye-VL 1.5 Technical Report Molmo and PixMo: Open Weights and Open Data for State-of-the-Art Vision-Language Models

Reference 28

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no resolver link, observed 2026-08-05T12:28:29.027544Z

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source=pdf_text observed=2026-08-05T12:28:29.027544Z digest=sha256:ee4979b1744fd385e28e83384cec4d170d7013a44f5a9ae94453e2dd682a5757

Observation 80ed4ea1-fdac-4d1f-bec0-38616d15cd1c · outbound

This paper cites TEMPURA: Temporal Event Masked Prediction and Understanding for Reasoning in Action.

Kwai Keye-VL 1.5 Technical Report TEMPURA: Temporal Event Masked Prediction and Understanding for Reasoning in Action

Reference 29

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no resolver link, observed 2026-08-05T12:28:29.153701Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T12:28:29.153701Z digest=sha256:b71af27570a3f7b6cfe223cbf58cc3f0db080af2ae46f81d285f664a44d9c1e4

Observation 97dacf39-386f-42ba-af0c-d2a9fb255764 · outbound

This paper cites TaskGalaxy: Scaling Multi-modal Instruction Fine-tuning with Tens of Thousands Vision Task Types.

Kwai Keye-VL 1.5 Technical Report TaskGalaxy: Scaling Multi-modal Instruction Fine-tuning with Tens of Thousands Vision Task Types

Reference 30

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no resolver link, observed 2026-08-05T12:28:29.290584Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T12:28:29.290584Z digest=sha256:8125fbf6d41e9f8f86c8ccf7ffb1392db169f31a9924be658111e2767a0e9f5a

Observation 6fde1ffd-faba-4cd4-8962-df6e18b2316f · outbound

This paper cites Enhancing the Reasoning Ability of Multimodal Large Language Models via Mixed Preference Optimization.

Kwai Keye-VL 1.5 Technical Report Enhancing the Reasoning Ability of Multimodal Large Language Models via Mixed Preference Optimization

Reference 31

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no resolver link, observed 2026-08-05T12:28:29.437795Z

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source=pdf_text observed=2026-08-05T12:28:29.437795Z digest=sha256:92a316a7570bce1b659cd476da1f2cccd9180bc44cc347549eacb6c5701be56e

Observation e2b8380a-fb52-4083-9e45-b8b32077d12d · outbound

This paper cites Chujie Zheng, Shixuan Liu, Mingze Li, Xiong-Hui Chen, Bowen Yu, Chang Gao, Kai Dang, Yuqiong Liu, Rui Men, An Yang, Jingren Zhou, and Junyang Lin.

Kwai Keye-VL 1.5 Technical Report Chujie Zheng, Shixuan Liu, Mingze Li, Xiong-Hui Chen, Bowen Yu, Chang Gao, Kai Dang, Yuqiong Liu, Rui Men, An Yang, Jingren Zhou, and Junyang Lin

Reference 32

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no resolver link, observed 2026-08-05T12:28:29.577683Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T12:28:29.577683Z digest=sha256:d4bf467722838e3bc41f137d7f37fbcf2ea3cb1e533d5f2443d2e1c5c742b1ca

Observation 31760e6e-13f5-4ec2-b006-15d6d3dab6df · outbound

This paper cites Group Sequence Policy Optimization.

Kwai Keye-VL 1.5 Technical Report Group Sequence Policy Optimization

Reference 33

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no resolver link, observed 2026-08-05T12:28:29.805435Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T12:28:29.805435Z digest=sha256:048da591e2347ea8ab0a7c711c479033db744452e327ba0f7ccb9e64529d6080

Observation eae75902-24bb-42eb-aeec-b53e992d336c · outbound

This paper cites A diagram is worth a dozen images.

Kwai Keye-VL 1.5 Technical Report A diagram is worth a dozen images

Reference 34

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verified fuzzy
raw_fallback, observed 2026-08-05T12:28:33.150695Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-05T12:28:30.019944Z digest=sha256:656e9b04eea8f6224e08c5a35899a3a3d86bd58de9dc4a2adf4d1f0f3352b170

Observation 13a4d9b5-34ab-4d86-b96c-42772aa0706f · outbound

This paper cites ZeroBench: An Impossible Visual Benchmark for Contemporary Large Multimodal Models.

Kwai Keye-VL 1.5 Technical Report ZeroBench: An Impossible Visual Benchmark for Contemporary Large Multimodal Models

Reference 35

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no resolver link, observed 2026-08-05T12:28:30.182788Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T12:28:30.182788Z digest=sha256:07599b23ea3de2158a9d98eb62a1868516a121ccebd0b1ecb8a435c96dc7d18a

Observation 650cbf96-a3be-4115-b2a4-b1a6341e933c · outbound

This paper cites VisuLogic: A Benchmark for Evaluating Visual Reasoning in Multi-modal Large Language Models.

Kwai Keye-VL 1.5 Technical Report VisuLogic: A Benchmark for Evaluating Visual Reasoning in Multi-modal Large Language Models

Reference 36

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no resolver link, observed 2026-08-05T12:28:30.391028Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T12:28:30.391028Z digest=sha256:b49d1540fc6c3c3b0f2e93313dcfdc2885307d3d552403d2336c9ab186634c3f

Observation 50d5d9c7-9092-4a04-8155-352b8c3cffe7 · outbound

This paper cites SimpleVQA: Multimodal Factuality Evaluation for Multimodal Large Language Models.

Kwai Keye-VL 1.5 Technical Report SimpleVQA: Multimodal Factuality Evaluation for Multimodal Large Language Models

Reference 37

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no resolver link, observed 2026-08-05T12:28:30.556672Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T12:28:30.556672Z digest=sha256:07c18cccbc127e15fd5a6692665eac06cfde201b8f4529a67a4b65d339b717ac

Observation 58847d44-65cc-47b0-83c6-4c87767cd765 · outbound

This paper cites Video-MMMU: Evaluating Knowledge Acquisition from Multi-Discipline Professional Videos.

Kwai Keye-VL 1.5 Technical Report Video-MMMU: Evaluating Knowledge Acquisition from Multi-Discipline Professional Videos

Reference 38

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no resolver link, observed 2026-08-05T12:28:30.702457Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T12:28:30.702457Z digest=sha256:40b8ea74c1aaeec9fa73e92eb9f44b086fc4e349d75071ee74f0318b54743f0c

Observation a420801f-3fd4-4250-95f7-555073a1599a · outbound

This paper cites MathVista: Evaluating Mathematical Reasoning of Foundation Models in Visual Contexts.

Kwai Keye-VL 1.5 Technical Report MathVista: Evaluating Mathematical Reasoning of Foundation Models in Visual Contexts

Reference 39

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no resolver link, observed 2026-08-05T12:28:30.929404Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T12:28:30.929404Z digest=sha256:fb6f65b15f885d049f2f092cfa2825b3f174d060ef7bc6b142cfb6bfe96f52f8

Observation d3495f12-f1a7-4bd8-bcb5-7dea6e2e3846 · outbound

This paper cites OlympiadBench: A Challenging Benchmark for Promoting AGI with Olympiad-Level Bilingual Multimodal Scientific Problems.

Kwai Keye-VL 1.5 Technical Report OlympiadBench: A Challenging Benchmark for Promoting AGI with Olympiad-Level Bilingual Multimodal Scientific Problems

Reference 40

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no resolver link, observed 2026-08-05T12:28:31.083905Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T12:28:31.083905Z digest=sha256:da8c6f2bdc3f5d355b47e9f77481cff23dd38efbb2311bb573accb541947baab

Observation eb1c9eea-f679-4bcb-9227-7c8d10cc2ad9 · outbound

This paper cites We-Math: Does Your Large Multimodal Model Achieve Human-like Mathematical Reasoning?.

Kwai Keye-VL 1.5 Technical Report We-Math: Does Your Large Multimodal Model Achieve Human-like Mathematical Reasoning?

Reference 41

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no resolver link, observed 2026-08-05T12:28:31.248879Z

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source=pdf_text observed=2026-08-05T12:28:31.248879Z digest=sha256:c4d7580bfb8947e39f31977369a0bcbc6915db0b735162b8ddc7fbb993d90b85

Observation f331c613-383a-4f77-8aab-df3e5cebe440 · outbound

This paper cites LogicVista: Multimodal LLM Logical Reasoning Benchmark in Visual Contexts.

Kwai Keye-VL 1.5 Technical Report LogicVista: Multimodal LLM Logical Reasoning Benchmark in Visual Contexts

Reference 42

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no resolver link, observed 2026-08-05T12:28:31.473440Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T12:28:31.473440Z digest=sha256:46227bcff31fc12c3e075d22b40a81e787087c3eefd850f98337e40ee0ba2cbe

Observation 2a76cfdb-d8cb-4be2-b25b-a98ce65010b4 · outbound

This paper cites DynaMath: A Dynamic Visual Benchmark for Evaluating Mathematical Reasoning Robustness of Vision Language Models.

Kwai Keye-VL 1.5 Technical Report DynaMath: A Dynamic Visual Benchmark for Evaluating Mathematical Reasoning Robustness of Vision Language Models

Reference 43

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source=pdf_text observed=2026-08-05T12:28:31.683925Z digest=sha256:6a0664d8e1b485f3eb63da737dcef420c241675a1221c054401e0cc06b423876

Observation c366044e-c563-4ae0-bc80-11aa6d5e7e6e · outbound

This paper cites InternVL3: Exploring Advanced Training and Test-Time Recipes for Open-Source Multimodal Models.

Kwai Keye-VL 1.5 Technical Report InternVL3: Exploring Advanced Training and Test-Time Recipes for Open-Source Multimodal Models

Reference 44

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no resolver link, observed 2026-08-05T12:28:31.824685Z

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source=pdf_text observed=2026-08-05T12:28:31.824685Z digest=sha256:69a7cc2df58b0cdab53e3b482a3f4c6ad28f9a864d0b2563dda96183cfafcf5d

Observation 83f477d4-a0ee-4e46-b838-1ef3770b3e50 · outbound

This paper cites MiMo-VL Technical Report.

Kwai Keye-VL 1.5 Technical Report MiMo-VL Technical Report

Reference 45

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no resolver link, observed 2026-08-05T12:28:32.039808Z

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source=pdf_text observed=2026-08-05T12:28:32.039808Z digest=sha256:3811baeb78f86c15372e43a3336f5b504baa705c56056a0f2734ce60f4736116

Observation 67a1da38-4632-40f3-b0b5-40118ad57f57 · outbound

This paper cites Silent Data Corruptions at Scale.

Kwai Keye-VL 1.5 Technical Report Silent Data Corruptions at Scale

Reference 2014

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no resolver link, observed 2026-08-05T12:28:28.302233Z

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source=pdf_text observed=2026-08-05T12:28:28.302233Z digest=sha256:424154f5a29d6469a03f244e2753b6cee0a039444c20271a37a3a33f973b79fa

Observation 6f5049e9-a1c7-4e0d-8a87-9c585e5be49e · outbound

This paper cites Toloka Visual Question Answering Benchmark.

Kwai Keye-VL 1.5 Technical Report Toloka Visual Question Answering Benchmark

Reference 2017

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no resolver link, observed 2026-08-05T12:28:28.888144Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T12:28:28.888144Z digest=sha256:aef1b85ca817f46f84b916f7877db30a1ee5c897c557f40dd91cc65a48d5ffb0

Observation af8abafb-9638-4e7b-b7ad-0ef1fd8de52c · outbound

This paper cites Seed1.5-VL Technical Report.

Kwai Keye-VL 1.5 Technical Report Seed1.5-VL Technical Report

Reference 2023

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no resolver link, observed 2026-08-05T12:28:26.527163Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T12:28:26.527163Z digest=sha256:3dec2f95cf3f701aaf78a8a6f2c6c78787b014039300268965e9f812858c66c0

Observation f2e98c2b-beef-44a4-a370-49cc3bf06313 · outbound

This paper cites Phi-3 Technical Report: A Highly Capable Language Model Locally on Your Phone.

Kwai Keye-VL 1.5 Technical Report Phi-3 Technical Report: A Highly Capable Language Model Locally on Your Phone

Reference 2024

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no resolver link, observed 2026-08-05T12:28:25.063652Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T12:28:25.063652Z digest=sha256:90e8f6a6b759849987303294b29c5c29559fd37e191a49e4b7facb37d9c11cf2

Observation 29e69062-42d1-44e4-90bb-5dbe94c70ed8 · outbound

This paper cites Qwen3 Technical Report.

Kwai Keye-VL 1.5 Technical Report Qwen3 Technical Report

Reference 2025

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no resolver link, observed 2026-08-05T12:28:25.449452Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-05T12:28:25.449452Z digest=sha256:1a0dcadda84154db4255844d359d0b694786c3c14b67ce43d27854097e1e94c6

Pith citing papers

Observation 76ef0aff-0b87-426a-ba9d-0f3b9bf419c5 · inbound

Model Merging in LLMs, MLLMs, and Beyond: Methods, Theories, Applications and Opportunities cites this paper.

Model Merging in LLMs, MLLMs, and Beyond: Methods, Theories, Applications and Opportunities Kwai Keye-VL 1.5 Technical Report

Reference 267

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arxiv_id, observed 2026-05-17T22:16:04.811876Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-17T22:16:04.386706Z digest=sha256:5a8527d81b3d32a5f9c919a1a24372bf670d1cd8dec1d345cb538e6ec059ce9b

Observation 55bb90cd-8b5d-4e9f-b10a-f6b3d1cfef1f · inbound

UniRec-0.1B: Unified Text and Formula Recognition with 0.1B Parameters cites this paper.

UniRec-0.1B: Unified Text and Formula Recognition with 0.1B Parameters Kwai Keye-VL 1.5 Technical Report

Reference 66

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no resolver link, observed 2026-08-03T14:16:50.869222Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T14:16:50.869222Z digest=sha256:2178a622a1e60b7d483e0c4daf6724a2105a3b80a09a032461b21b9d6dc1eb17

Observation f384bfee-91f9-47ca-a7db-8196c89d3bf8 · inbound

Streaming Video Instruction Tuning cites this paper.

Streaming Video Instruction Tuning Kwai Keye-VL 1.5 Technical Report

Reference 19

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arxiv_id, observed 2026-05-16T19:48:21.834586Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-16T19:44:11.032898Z digest=sha256:62904660d8530a227c2b9662ae1ef694a12ec1736f4f7c037f84b58e01c00ebb

Observation e452badf-0ea2-40e1-ba99-80313943525a · inbound

Molmo2: Open Weights and Data for Vision-Language Models with Video Understanding and Grounding cites this paper.

Molmo2: Open Weights and Data for Vision-Language Models with Video Understanding and Grounding Kwai Keye-VL 1.5 Technical Report

Reference 170

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arxiv_id, observed 2026-05-16T04:21:29.819348Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-16T04:21:29.526008Z digest=sha256:6f805e33cf2dddf1f699c4bef98624ba92f450246aaa145d792b22205dde9505

Observation 64fa5fcd-4120-429e-9e3b-143122edb5e3 · inbound

Joint Reward Modeling: Internalizing Chain-of-Thought for Efficient Visual Reward Models cites this paper.

Joint Reward Modeling: Internalizing Chain-of-Thought for Efficient Visual Reward Models Kwai Keye-VL 1.5 Technical Report

Reference 18

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no resolver link, observed 2026-08-03T03:37:50.225051Z

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source=pdf_text observed=2026-08-03T03:37:50.225051Z digest=sha256:070f757bd897898de3bb5d246fff31b9ba71311405303d16198a48662c0d7a69

Observation 6175d828-74e7-46f4-b61b-64de26e54434 · inbound

Video-MME-v2: Towards the Next Stage in Benchmarks for Comprehensive Video Understanding cites this paper.

Video-MME-v2: Towards the Next Stage in Benchmarks for Comprehensive Video Understanding Kwai Keye-VL 1.5 Technical Report

Reference 33

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arxiv_id, observed 2026-05-10T23:55:51.308252Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-10T18:47:32.778695Z digest=sha256:2347faf338ee98aad8f9da3ee9813256bd0a3957b0416e19a63c3720fb0dbec7

Observation b131c060-de44-4390-8e58-9b6d8e67149d · inbound

ESOM: Efficiently Understanding Streaming Video Anomalies with Open-world Dynamic Definitions cites this paper.

ESOM: Efficiently Understanding Streaming Video Anomalies with Open-world Dynamic Definitions Kwai Keye-VL 1.5 Technical Report

Reference 49

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arxiv_id, observed 2026-05-11T05:51:03.556398Z

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No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-10T17:55:32.945721Z digest=sha256:e84ae5d1bf253d9b5dcb1b6b8f5bdc94cc91cb7f5ea1906aad95bf96aab33e3d

Observation 3305d732-3469-4c84-8933-0d60cff64d7a · inbound

POINTS-Long: Adaptive Dual-Mode Visual Reasoning in MLLMs cites this paper.

POINTS-Long: Adaptive Dual-Mode Visual Reasoning in MLLMs Kwai Keye-VL 1.5 Technical Report

Reference 98

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arxiv_id, observed 2026-05-11T10:41:04.304928Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-10T15:23:08.671342Z digest=sha256:29a8a4bfecea8def0daaf9d76b3b5a26a94d0a3ed9f6e0143b32d1f3ce059c4d

Observation fb2752e8-e3f4-4f53-aa8e-34eb48ed1454 · inbound

Visual Preference Optimization with Rubric Rewards cites this paper.

Visual Preference Optimization with Rubric Rewards Kwai Keye-VL 1.5 Technical Report

Reference 4

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arxiv_id, observed 2026-05-11T09:56:00.979167Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-10T15:45:52.980881Z digest=sha256:e89bd8204d6b2ebbf186933d7df6524da48e5a54cd60ce526aebd1d693953cf1

Observation 41e5262b-1c59-46c4-a7c8-f586ef0ccd47 · inbound

Building a Precise Video Language with Human-AI Oversight cites this paper.

Building a Precise Video Language with Human-AI Oversight Kwai Keye-VL 1.5 Technical Report

Reference 76

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arxiv_id, observed 2026-05-11T13:46:04.503586Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-10T00:37:31.858728Z digest=sha256:6273bff01c171b8126a4419ef9fef33e0deb13de4712b7a19be818b19a1e41a9

Observation 3e9fdb62-85af-4771-8bce-e8c01f4fac48 · inbound

Scaling Video Understanding via Compact Latent Multi-Agent Collaboration cites this paper.

Scaling Video Understanding via Compact Latent Multi-Agent Collaboration Kwai Keye-VL 1.5 Technical Report

Reference 25

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metadata mismatch
arxiv_id, observed 2026-05-11T15:21:09.428567Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-09T20:11:11.410051Z digest=sha256:fb253bb2d179ce7d4e873ae30291c56670a32da1fe41a928c385e32e2420d258

Observation e1be7009-35e8-44c4-8976-5aa3fe49df56 · inbound

Perception Without Engagement: Dissecting the Causal Discovery Deficit in LMMs cites this paper.

Perception Without Engagement: Dissecting the Causal Discovery Deficit in LMMs Kwai Keye-VL 1.5 Technical Report

Reference 25

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arxiv_id, observed 2026-05-12T06:46:52.779669Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-12T03:57:57.791351Z digest=sha256:27bedf10ea42fa7bf296314ca618396b4c7a2f083672f03f4057f59be210cf32

Observation 8e4e4b6a-0863-407c-bf3c-7af9e46783e8 · inbound

SciVQR: A Multidisciplinary Multimodal Benchmark for Advanced Scientific Reasoning Evaluation cites this paper.

SciVQR: A Multidisciplinary Multimodal Benchmark for Advanced Scientific Reasoning Evaluation Kwai Keye-VL 1.5 Technical Report

Reference 97

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arxiv_id, observed 2026-05-12T06:51:28.432591Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=arxiv_source observed=2026-05-12T03:53:46.809307Z digest=sha256:cdbf55b659ec3dd5a6f4dc0b0884f0a693f95c8aefa49e2031a713448c21f2f5

Observation fa9b594c-bbee-4731-b213-66cc62c908f1 · inbound

SciVQR: A Multidisciplinary Multimodal Benchmark for Advanced Scientific Reasoning Evaluation cites this paper.

SciVQR: A Multidisciplinary Multimodal Benchmark for Advanced Scientific Reasoning Evaluation Kwai Keye-VL 1.5 Technical Report

Reference 97

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arxiv_id, observed 2026-05-14T21:53:02.218280Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=arxiv_source observed=2026-05-14T21:52:08.637283Z digest=sha256:65ce3846e9aa2a1c62a1d8cf31e17c5931553eadc451817c747bded4f3e908a8

Observation 30606730-05cd-4942-b98e-cc2c166a7426 · inbound

Can MLLMs Reason Beyond Language? VisReason: A Comprehensive Benchmark for Vision-Centric Reasoning cites this paper.

Can MLLMs Reason Beyond Language? VisReason: A Comprehensive Benchmark for Vision-Centric Reasoning Kwai Keye-VL 1.5 Technical Report

Reference 1

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arxiv_id, observed 2026-06-29T22:54:01.479148Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-06-29T22:44:59.860225Z digest=sha256:082bc8cbc2f41572e3850490a984481cfc2f21f19ef30c393ef81efc6cebf964

Observation 4d38d9c6-94fa-423b-aac2-bcab6e55ed0d · inbound

Towards Open-World Referring Expression Comprehension: A Benchmark with Training-free Multi-task Consistency Checker cites this paper.

Towards Open-World Referring Expression Comprehension: A Benchmark with Training-free Multi-task Consistency Checker Kwai Keye-VL 1.5 Technical Report

Reference 47

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metadata mismatch
arxiv_id, observed 2026-06-29T23:24:02.133497Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-06-29T23:15:02.455554Z digest=sha256:57a5d4222b81e817f88fc981e54739cdc5bce81c38d263cef245c2a051d3e90b

Observation 5b48ea6b-4a0b-444a-a5ff-4f6ef7bdb83c · inbound

LLaVA-OneVision-2: Towards Next-Generation Perceptual Intelligence cites this paper.

LLaVA-OneVision-2: Towards Next-Generation Perceptual Intelligence Kwai Keye-VL 1.5 Technical Report

Reference 37

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arxiv_id, observed 2026-06-29T22:13:59.514435Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-06-29T22:12:05.365596Z digest=sha256:fb4f786caefcc54f91dd814e6f1a10982c709fa25338bae8c17935c81342c8f1

Observation 2fda1bbc-b5ac-491f-a4a9-9cf40d4ef74c · inbound

IPIBench: Evaluating Interactive Proactive Intelligence of MLLMs under Continuous Streams cites this paper.

IPIBench: Evaluating Interactive Proactive Intelligence of MLLMs under Continuous Streams Kwai Keye-VL 1.5 Technical Report

Reference 54

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arxiv_id, observed 2026-06-29T18:33:51.038683Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-06-29T18:24:57.881644Z digest=sha256:f37033285da3b87dfbd263d6edc4d1c5c6b757d352b1a57c7eb472d79313ab12

Observation 4e4d2b64-a9b1-4fb5-ae5e-bf1688a568fb · inbound

LocateAnything: Fast and High-Quality Vision-Language Grounding with Parallel Box Decoding cites this paper.

LocateAnything: Fast and High-Quality Vision-Language Grounding with Parallel Box Decoding Kwai Keye-VL 1.5 Technical Report

Reference 9

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metadata mismatch
arxiv_id, observed 2026-06-29T17:53:46.753893Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-06-29T17:52:59.346637Z digest=sha256:630b1c026c443524d66ee8177b885cabfe97c4e978d1c7d5157fb9f33e6d14e3

Observation b2f52786-ada2-4b3a-8b12-92cb7ab9a5ab · inbound

Moment-Video: Diagnosing Temporal Fidelity of Video MLLMs on Momentary Visual Events cites this paper.

Moment-Video: Diagnosing Temporal Fidelity of Video MLLMs on Momentary Visual Events Kwai Keye-VL 1.5 Technical Report

Reference 50

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arxiv_id, observed 2026-07-01T22:56:20.836897Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-06-28T14:50:02.159411Z digest=sha256:d1841ff651c82e6625c2a58c39076a0a859e6779dbecffd226f978e0d641b27c

Observation 32456377-9743-448f-aad7-5c34295d1fde · inbound

AdaCodec: A Predictive Visual Code for Video MLLMs cites this paper.

AdaCodec: A Predictive Visual Code for Video MLLMs Kwai Keye-VL 1.5 Technical Report

Reference 27

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arxiv_id, observed 2026-06-28T15:22:19.505199Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-06-28T15:20:48.248576Z digest=sha256:0142055be24f2389edddd0014690db9302cd90d132f9f36833fd7f6854c47890

Observation 2d3b4783-77b5-4c33-8d97-49711e774cd4 · inbound

Watch, Remember, Reason: Human-View Video Understanding with MLLMs cites this paper.

Watch, Remember, Reason: Human-View Video Understanding with MLLMs Kwai Keye-VL 1.5 Technical Report

Reference 216

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arxiv_id, observed 2026-07-02T17:27:15.720322Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-06-27T22:00:28.350003Z digest=sha256:b00ad66b86f85d78755998ed103fd04f7cdabb2eb7529a80bc871355775ea1d8

Observation 9a79df8c-72fd-42e8-8823-f3234311aa4f · inbound

Kwai Keye-VL-2.0 Technical Report cites this paper.

Kwai Keye-VL-2.0 Technical Report Kwai Keye-VL 1.5 Technical Report

Reference 6

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metadata mismatch
arxiv_id, observed 2026-07-03T04:27:37.037810Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=arxiv_source observed=2026-06-27T13:53:10.352603Z digest=sha256:5bc81efd175cd9b0c9678535ce65bf2ac61584045500ba224ece169fe9f814b5

Observation 3520b587-a9e9-4f67-800a-215826e6ea14 · inbound

InternVideo3: Agentify Foundation Models with Multimodal Contextual Reasoning cites this paper.

InternVideo3: Agentify Foundation Models with Multimodal Contextual Reasoning Kwai Keye-VL 1.5 Technical Report

Reference 6

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metadata mismatch
arxiv_id, observed 2026-07-03T10:48:02.945834Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=arxiv_source observed=2026-06-27T09:48:27.652901Z digest=sha256:c7d8bc3c3486c5978bfec48c61b8c90cae3e8662ba4ca6fb85be464e80f2e259

Observation ef9a48c3-39ad-43a9-b2df-7f1179c7e568 · inbound

ViTexQA: A Multi-Frame Temporal Perception Dataset for Video Text Question Answering cites this paper.

ViTexQA: A Multi-Frame Temporal Perception Dataset for Video Text Question Answering Kwai Keye-VL 1.5 Technical Report

Reference 54

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arxiv_id, observed 2026-07-04T16:39:57.603559Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-06-26T00:24:20.208132Z digest=sha256:6695f1af1390579086e0df59b5c1dbfafda715874b205b8eae7da7237028a893

Observation e260f3e2-c21d-4845-9da8-2f498738f837 · inbound

MuseBench: Benchmarking Intent-Level Audiovisual Arts Understanding in MLLMs cites this paper.

MuseBench: Benchmarking Intent-Level Audiovisual Arts Understanding in MLLMs Kwai Keye-VL 1.5 Technical Report

Reference 59

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verified exact
arxiv_id, observed 2026-06-30T06:34:19.457791Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-06-30T06:25:38.593423Z digest=sha256:abb058aa95c1dbdf61f6eda7a45fdfae6f8a8c0532793d53ec855114ce7fdc93

Observation 32b845a2-5f39-41b7-b819-87ae2d8710fc · inbound

Mage-VL: An Efficient Codec-Native Streaming Multimodal Foundation Model cites this paper.

Mage-VL: An Efficient Codec-Native Streaming Multimodal Foundation Model Kwai Keye-VL 1.5 Technical Report

Reference 9

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no resolver link, observed 2026-07-31T06:20:13.600830Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-31T06:20:13.600830Z digest=sha256:4035c6dd3b20208a06d5115b0384682a91abe960dc9c6e2cf0256930384e033e

Observation e7d57d85-9cea-4001-bb59-f7aac00a37b4 · inbound

RefCaptioner: Multi-Reference Image-Grounded Video Captioning cites this paper.

RefCaptioner: Multi-Reference Image-Grounded Video Captioning Kwai Keye-VL 1.5 Technical Report

Reference 36

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unresolved
no resolver link, observed 2026-07-31T05:08:20.137192Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-31T05:08:20.137192Z digest=sha256:1005471cd2c976ebd83ea8b0e92d4f08687f7ee9b98743f47971e9cbad9a1140

Observation 24489f74-013c-4643-89e9-eff675abf1c1 · inbound

DocPO: Advancing Document Policy Optimization via Tailored Step-Aware Rewards cites this paper.

DocPO: Advancing Document Policy Optimization via Tailored Step-Aware Rewards Kwai Keye-VL 1.5 Technical Report

Reference 33

Resolution
unresolved
no resolver link, observed 2026-08-05T00:46:40.944996Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-05T00:46:40.944996Z digest=sha256:1bf5f841abe46ed99da4cd25ecdbf82595c98a6d3acd13c9a1d5f99728fcae4c

Observation efbfd439-c2f4-4a1b-bc92-e35173578d3f · inbound

DocPO: Advancing Document Policy Optimization via Tailored Step-Aware Rewards cites this paper.

DocPO: Advancing Document Policy Optimization via Tailored Step-Aware Rewards Kwai Keye-VL 1.5 Technical Report

Reference 33

Resolution
unresolved
no resolver link, observed 2026-08-07T00:59:56.101858Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:59:56.101858Z digest=sha256:05a0629c624f8e90030147f181ec877934fca1e4017551718169c36461c4e189

Observation 0af4d824-63b7-4b5b-8709-ca23b5f8e758 · inbound

InSight-doc: Agentic Visual Perception for Long-Document Understanding cites this paper.

InSight-doc: Agentic Visual Perception for Long-Document Understanding Kwai Keye-VL 1.5 Technical Report

Reference 129

Resolution
unresolved
no resolver link, observed 2026-08-12T20:43:52.925722Z

Source-reported events for the cited work

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source=arxiv_source observed=2026-08-12T20:43:52.925722Z digest=sha256:d2713efe5eb6619982c6e107698f92c0aea98bacfb8693d6a26195889787169b