MegaPairs: Massive Data Synthesis For Universal Multimodal Retrieval
active 2024-12-28 → 2026-04-30 (UTC)
Activity over time
Daily event counts in the loaded window
Line chart, 489 days from 2024-12-28 to 2026-04-30. Pushes: 7 total, peak 2 in a day. Pull requests: 1 total, peak 1 in a day. Issues: 16 total, peak 2 in a day. Comments: 27 total, peak 4 in a day. Stars: 91 total, peak 14 in a day.
- Pushes
- Pull requests
- Issues
- Comments
- Stars
Stars, PRs, issues and forks are under-captured in the later part of this window. GH Archive progressively stopped capturing non-push events during 2026 — −95% or worse by the end of the window. Every series here except Pushes fades for that reason, so a decline above reflects the archive, not this repository. Pushes stay reliable throughout, so read them, and the contributor counts derived from them, as the real signal. Data health has the measurements.
Top contributors
Pushes, PRs, issues, reviews and comments — stars and forks excluded, so this is contribution rather than popularity
| Contributor | Contributions | Pushes | PRs | Comments |
|---|---|---|---|---|
| JUNJIE99 | 20 | 7 | 0 | 13 |
| supersuper32 | 8 | 0 | 0 | 5 |
| Tramac | 3 | 0 | 0 | 1 |
| IamRecalcitrance | 2 | 0 | 0 | 1 |
| liumingzhu6060 | 2 | 0 | 0 | 1 |
| x-28 | 1 | 0 | 0 | 0 |
| ymyguang | 1 | 0 | 1 | 0 |
| LLibra1 | 1 | 0 | 0 | 0 |
| PHI6kai | 1 | 0 | 0 | 1 |
| han508 | 1 | 0 | 0 | 0 |
| Govan111 | 1 | 0 | 0 | 0 |
| ZhangxinruBIT | 1 | 0 | 0 | 1 |
| xinyanghuang7 | 1 | 0 | 0 | 0 |
| moshilangzi | 1 | 0 | 0 | 1 |
| zhang-kaining | 1 | 0 | 0 | 0 |
| patrickpoirson | 1 | 0 | 0 | 0 |
| aimetrics | 1 | 0 | 0 | 1 |
| Jay931003 | 1 | 0 | 0 | 0 |
| huangfu170 | 1 | 0 | 0 | 0 |
| JayChen7777 | 1 | 0 | 0 | 1 |
Recent activity
Latest issues, pull requests and releases
- Issue#34patrickpoirson2025-12-11 21:36CIRR results
- Issue comment#24williamium30002025-07-25 00:27Fine-tuning code release？
- Issue#30huangfu1702025-07-08 02:38一些关于训练格式的疑惑
- Issue comment#28supersuper322025-06-13 06:09请问BGE-VL-v1.5-zs该模型支持vllm加载吗？
- Issue#28supersuper322025-06-13 06:09请问BGE-VL-v1.5-zs该模型支持vllm加载吗？
- Issue#27Govan1112025-06-11 15:45Can you release the training code? Thanks!!!
- Issue comment#25supersuper322025-06-09 04:48BGE-VL-v1.5-mmeb这个模型支持从图像到文本的检索吗？
- Issue comment#26Tramac2025-06-09 02:16Hard negatives
- Issue#26Tramac2025-06-09 02:16Hard negatives
- Issue comment#26JUNJIE992025-06-08 05:27Hard negatives
- Issue comment#24moshilangzi2025-06-06 02:52Fine-tuning code release？
- Issue#25supersuper322025-06-05 09:34BGE-VL-v1.5-mmeb这个模型支持从图像到文本的检索吗？
- Issue#26Tramac2025-06-05 06:41Hard negatives
- Issue comment#25supersuper322025-06-04 03:30BGE-VL-v1.5-mmeb这个模型支持从图像到文本的检索吗？
- Issue comment#3supersuper322025-06-04 03:09BGE-VL 模型识别图片中的文字，能提供文字在图片中的位置坐标信息吗？
- Issue comment#3JUNJIE992025-06-04 02:50BGE-VL 模型识别图片中的文字，能提供文字在图片中的位置坐标信息吗？
- Issue comment#3supersuper322025-06-04 02:47BGE-VL 模型识别图片中的文字，能提供文字在图片中的位置坐标信息吗？
- Issue#25supersuper322025-06-04 02:37BGE-VL-v1.5-mmeb这个模型支持从图像到文本的检索吗？
- Issue comment#23JayChen77772025-05-29 02:21Evaluation code provided for the MLLM-based MMRet
- Issue comment#24JUNJIE992025-05-28 02:29Fine-tuning code release？
- Issue comment#20JUNJIE992025-04-19 08:31Issue when loading the dataset.
- Issue comment#21JUNJIE992025-04-19 08:21Have you considered sharing your fineturn code? When do you plan to release it?
- Issue comment#16JUNJIE992025-04-19 08:21About fineturn code
- Issue#21xinyanghuang72025-04-18 13:33Have you considered sharing your fineturn code? When do you plan to release it?
- Issue#19x-282025-04-06 05:56data synthesis pipeline
Totals cover only the window loaded into ClickHouse and count events, not GitHub's lifetime totals — 91 stars here means stars gained during the window, not the repo's star count.