ViDove: A Translation Agent System with Multimodal Context and Memory-Augmented Reasoning
Paper • 2507.07306 • Published
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sc2/12_39 | LWnK3bF7tLs | 0 | 0.08 | 3.41 | 哈喽大家好 你们的Lowko又回来了 | Hello everyone, my name is Loco and |
sc2/12_39 | LWnK3bF7tLs | 1 | 3.41 | 12.76 | 今天我们要看的是一场粉丝上传的录像 是铂金段位的ZvP | And today it is time for a viewer-submitted game of StarCraft 2. Today, it's time for a Platinum League match of Zerg versus Protoss. Now, |
sc2/12_39 | LWnK3bF7tLs | 2 | 12.76 | 16.43 | 鸽最近解说了好几个铂金的对局 | you're not going to get anything from me because of news and stuff that's up later in the broadcast. I don't want you to get any slasher yourself because the last couple of platinum league games that have caste on the channel may not be |
sc2/12_39 | LWnK3bF7tLs | 3 | 17.16 | 19.6 | 额……怎么说呢 让人头皮发麻 | Let's just be honest, they were a little bit cringy, so I- |
sc2/12_39 | LWnK3bF7tLs | 4 | 19.6 | 22.46 | 好吧 还是来看看今天这场又能弄出什么幺蛾子 | So I'm ready to see what this one is all about |
sc2/12_39 | LWnK3bF7tLs | 5 | 22.46 | 27.63 | 出生在国王藏宝地左上角的红色虫族 | But spawning here in the top left hand corner of Kings Cove and playing with the Red Zerg Drones. |
sc2/12_39 | LWnK3bF7tLs | 6 | 27.63 | 33.14 | 他叫 拉瓜·斯大列夫! 希望我读对了 | We have none other than Nagra Stalev. I hope I pronounced that correctly. I'm gonna |
sc2/12_39 | LWnK3bF7tLs | 7 | 33.14 | 35.02 | 接下来我就叫他Nagua吧 | I'm gonna go with Nagra on this one and |
sc2/12_39 | LWnK3bF7tLs | 8 | 35.02 | 40.49 | 地图另一边的神族选手已经派出了两个探姬 并造起了熔炉 | And his opponent in the opposite corner already sending out two probes as well as building a forge. |
sc2/12_39 | LWnK3bF7tLs | 9 | 40.49 | 42.83 | 谁说神族要堵口 建筑学都是瞎吹的 | Who needs Warlofts? Warlofts are overrated! |
sc2/12_39 | LWnK3bF7tLs | 10 | 43.33 | 49.74 | 神族选手是MRLZ 或者MRLZet | We hath none other than MRLZ or M R L Z with the blue protoss pieces. |
sc2/12_39 | LWnK3bF7tLs | 11 | 50.65 | 53.42 | 鸽认为他这开局肯定是炮台rush | Now I think he wants to start off this game right here with a bit of a cannon rush now there's |
sc2/12_39 | LWnK3bF7tLs | 12 | 53.42 | 55.87 | 虫族没有先二矿而是先血池 | Now there's no hatchery first, there's got to be a spawning pool first. Do it! |
sc2/12_39 | LWnK3bF7tLs | 13 | 55.87 | 59.82 | 这位圣堂武士请不要固执了 不要炮台rush一个血池开局的虫族 | Do not be that stubborn Protoss. Please do not do a cannon rush when your opponent... |
sc2/12_39 | LWnK3bF7tLs | 14 | 59.82 | 61.62 | 啊 不 哦不 | Oh my god, oh my god |
sc2/12_39 | LWnK3bF7tLs | 15 | 62.25 | 67.21 | 现在才不到一分钟 | I'm already triggered, guys. We're only one minute into the game. Exactly one minute into the game. It took me that long to- |
sc2/12_39 | LWnK3bF7tLs | 16 | 68.74 | 71.06 | 唉 怎么说呢 炮台rush是个还可以的开局 | So here's the thing right cannon rush is a great start i know |
sc2/12_39 | LWnK3bF7tLs | 17 | 71.06 | 75.74 | 虽然很多人烦这种打法 但这招对付跳二矿虫族是很棒的 | I know a lot of people don't like playing against it, but it's a good start if your opponent is gonna go for a hatchery first |
sc2/12_39 | LWnK3bF7tLs | 18 | 75.74 | 78.24 | 因为那样的话虫族前期没有部队 | Because guess what? They won't have any attacking units. |
sc2/12_39 | LWnK3bF7tLs | 19 | 79.21 | 84.22 | 反过来如果前期有部队的话 又很容易干爆炮台rush | Now it turns out when you do have attacking units, they're pretty good when it comes to killing a cannon brush. |
sc2/12_39 | LWnK3bF7tLs | 20 | 85.8 | 88.66 | 额这个高地水晶塔保不住了 | Well, I guess if you just don't protect your pylon that that also works. All right |
sc2/12_39 | LWnK3bF7tLs | 21 | 88.66 | 91.09 | 光子炮台在高地下面开始造了 | All right, photon cannon will go down right now on the low ground, but I'm |
sc2/12_39 | LWnK3bF7tLs | 22 | 91.09 | 96.97 | 但是血池也孵化好了 很快就会有几只跳虫出来 | But I'm looking at that spawning pool right now that spawning pool is gonna finish up zerklings indeed are gonna come out now |
sc2/12_39 | LWnK3bF7tLs | 23 | 96.97 | 101.06 | 虫族的农民不多 显然Nagua克制了虫族SDDD的原始欲望 | Not a lot of drones though, Nacra obviously has been cutting some workers here to try and get those zerklings |
sc2/12_39 | LWnK3bF7tLs | 24 | 101.06 | 102.85 | 他为了尽快造出部队 | zirklings out as fast as possible. |
sc2/12_39 | LWnK3bF7tLs | 25 | 102.85 | 105.84 | 工蜂在追着探姬转圈圈 | He's right now also forced to run around right here for a little while. |
sc2/12_39 | LWnK3bF7tLs | 26 | 105.84 | 109.04 | 鸽觉得下面的光子炮台应该能折跃完成 | You know what? I think this Photon Cannon here may very well go up. |
sc2/12_39 | LWnK3bF7tLs | 27 | 109.04 | 115.01 | 跳虫马上就出来 神族选择重新折跃水晶塔提供高地视野 | Zerpings though are gonna spawn in just a second. He wants to continue building more and more of that high ground vision. The thing is right |
sc2/12_39 | LWnK3bF7tLs | 28 | 115.63 | 120.27 | 喔~ 探姬距离危险只有一个跳虫爪子的距离 | oh well just okay that's a little bit of controller so far the thing is |
sc2/12_39 | LWnK3bF7tLs | 29 | 120.9 | 125.12 | 我们这么说吧 如果你可以在高地上菌毯边缘造炮台 | Say you build photon cannons right all the way around to creep right over here. |
sc2/12_39 | LWnK3bF7tLs | 30 | 125.12 | 132.17 | 是不可能打到矿区的 所以这局的炮台rush最多最多打掉一个血池 | You can never reach the mineral line, right? So like, whatever happens, this cannon rush is at best gonna kill a spawning pool. |
sc2/12_39 | LWnK3bF7tLs | 31 | 132.17 | 135.9 | 那是对神族最好的结果了 也能赚到不少 | I think that's gonna be his best luck. You know what? He's actually getting quite a bit of value right now. |
sc2/12_39 | LWnK3bF7tLs | 32 | 135.9 | 141.42 | 几只跳虫被卡在里面 哈哈哈 剩下三个炮台没有能量 | These zerkings right here trapped in the thing is these are three photon cannons and there's nothing to power them right here so I |
sc2/12_39 | LWnK3bF7tLs | 33 | 141.42 | 146.04 | 鸽觉得这波炮台rush已经没戏了 | So I've got a feeling yeah, that this is not gonna work out particularly. Well, all right |
sc2/12_39 | LWnK3bF7tLs | 34 | 146.04 | 150.82 | 这边已经有了一个居高临下的脊针爬虫 不在光子炮台的视野里 | All right, now we have a spine crawler having a stare down right there with a photon cannon that can't see it |
sc2/12_39 | LWnK3bF7tLs | 35 | 151.49 | 155.56 | 好像打不到水晶塔吧 打得到吗 我觉得不行 | I don't think that's gonna be in range, is it? Nah, I don't think it's gonna be able to reach the pylon. |
sc2/12_39 | LWnK3bF7tLs | 36 | 156.3 | 163.1 | 管子真要是能伸这么长就有点吓人了 | that would be crazy if you can reach all the way over that little little no it's not gonna reach it would be crazy if you could reach all the way over those |
sc2/12_39 | LWnK3bF7tLs | 37 | 163.1 | 166.5 | 穿过一片丛林 直插水晶塔 | plants through the forest and the flames we carry on to that pylon. |
sc2/12_39 | LWnK3bF7tLs | 38 | 166.99 | 171.62 | 不行的 还是先铺一铺菌毯吧 | Not gonna happen. I think you're gonna need a creep tumor just to put it in the correct spot regardless |
sc2/12_39 | LWnK3bF7tLs | 39 | 171.62 | 178.78 | 总之虫族选择了升二本 而神族正在开二矿 | It is going to be a lair follow-up right now and in the meantime on the other side of the map Mrlz has decided he wants to go for a nexus now |
sc2/12_39 | LWnK3bF7tLs | 40 | 178.78 | 183.33 | 虽然炮台守家挺不错 但是神族二矿都没有水晶塔 | Mind you that photon cannon obviously is gonna be nice to defend the base. I don't see a pylon down here |
sc2/12_39 | LWnK3bF7tLs | 41 | 183.33 | 187.95 | 没有任何BG兵 控制芯核也没有造 我看不到任何防御力量 | Don't see a gateway unit either. I don't see a cyber core. So he's got absolutely nothing to defend |
sc2/12_39 | LWnK3bF7tLs | 42 | 187.95 | 193.88 | 好的等这边戳爆炮台之后 我预测这波跳虫就会倾巢出动 | Once this spine crawler is done poke it away right here at the photon cannon I've got a feeling that the link flood will be opened and |
sc2/12_39 | LWnK3bF7tLs | 43 | 193.88 | 197.17 | 诶诶别管那个水晶呀 路过当没看见就行 | And then indeed they're gonna no no no skip the final dude just skip the final don't care about good |
sc2/12_39 | LWnK3bF7tLs | 44 | 197.17 | 200.19 | 嗯好 好~ 好样的~ | Good, good, goooood. Nice, yeah. |
sc2/12_39 | LWnK3bF7tLs | 45 | 200.19 | 206.88 | 现在每分每秒都非常关键 一旦神族防御造好了就很难攻了 | Yeah, no, you're on a bit of a timer here right as soon as there's defenses that go down on the low ground This is gonna be a very difficult base to kill |
sc2/12_39 | LWnK3bF7tLs | 46 | 206.88 | 210.2 | 目前一个炮台都没有 矿区刚起了一个 | still there's no photon cannon I mean there's gonna be one right here inside of the main base |
sc2/12_39 | LWnK3bF7tLs | 47 | 210.2 | 216.24 | 想象一下 如果你把熔炉堵在路口 加上折跃门 最后用一个叉子封口 | Imagine if you would have built that like forge right up there and then the Gateway right next to it and then like a zealot to complete the wall and then |
sc2/12_39 | LWnK3bF7tLs | 48 | 216.24 | 220.21 | 然后二矿放一个炮台 那就一夫当关万夫莫开了 | and then a Photon Cannon on the low ground instead. This would be an infinitely better position. |
sc2/12_39 | LWnK3bF7tLs | 49 | 220.67 | 224.81 | 但是现在神族有麻烦了 兄嘚 这波你打算怎么办呀 | It said right now MRLZ is gonna be in a little bit trouble. MR what are you gonna do about this mate? |
sc2/12_39 | LWnK3bF7tLs | 50 | 226.64 | 232.1 | 你准备怎么保住下面的基地 鸽看来这个枢纽已经完蛋了 | how are you gonna save your nexus that nexus is in a lot of trouble yeah i don't think there's a whole lot available here |
sc2/12_39 | LWnK3bF7tLs | 51 | 232.9 | 237.38 | 好吧如果小狗自己全送了 那你的枢纽是保住了 | Uh, well, I guess one way of saving it is if the Zerklings decide to sacrifice themselves or... |
sc2/12_39 | LWnK3bF7tLs | 52 | 237.38 | 243.1 | 于此同时在地图的另一边 虫道网络正在构建 | on the other side of the map. In the meantime though, there's a Nidus network already coming up here for Nagra. I quite |
sc2/12_39 | LWnK3bF7tLs | 53 | 243.1 | 247.77 | 鸽很欣赏这个打法 这是鸽一直跟大家推荐的应对策略 | I quite like this response. This is something that I recommended people to play for a very long time in |
sc2/12_39 | LWnK3bF7tLs | 54 | 247.77 | 252.46 | 在以前坑道虫还是无敌的时候 只要出坑道虫就能完美破解炮台rush | In the olden days, when the Nidus Wyrm was not attackable yet, whenever you get Kennen Rushed, just go Nidus. |
sc2/12_39 | LWnK3bF7tLs | 55 | 252.46 | 256 | 虫族家里有管子防着就够了Nagua的打法很正确 | Generally speaking, they're not gonna have enough at home. So I really like this response here |
sc2/12_39 | LWnK3bF7tLs | 56 | 256 | 260.76 | 虫道网络建成了 出坑道虫需要的视野也已经有了 | from Nagra who's building the Nidus network and who's gonna have a lot of vision here as well. |
sc2/12_39 | LWnK3bF7tLs | 57 | 260.76 | 267.39 | 跳虫还是决定先咬爆下面的枢纽 | Zerglings did decide to make their way to watch the natural so they're gonna be able to start nibbling away right there at that Nexus |
sc2/12_39 | LWnK3bF7tLs | 58 | 267.39 | 270.32 | 神族选择了星港 理所当然 | Stargate as a follow-up right now because of course that's going to be the follow-up. |
sc2/12_39 | LWnK3bF7tLs | 59 | 270.73 | 273.47 | 炮台 → 星港 → 隐刀 !! | photon cannons into stargate into dark templar |
sc2/12_39 | LWnK3bF7tLs | 60 | 273.47 | 276.34 | 太经典了 | It's the classic. It's the classic Protoss meme. |
sc2/12_39 | LWnK3bF7tLs | 61 | 277.77 | 282.57 | 虫族还需要探一探视野 我在好奇他准备从哪出坑道虫 | He does need to get some sort of vision though. I don't really know exactly where he wants to put down the Nidus |
sc2/12_39 | LWnK3bF7tLs | 62 | 282.57 | 284.74 | 在高地上最好了 | Guess ideally inside of the main base |
sc2/12_39 | LWnK3bF7tLs | 63 | 284.74 | 288.91 | 只有两个虫后 她们要么在攒能量要么忘记注卵了 | There's only two queens here, but they have been saving up energy or he's been missing injects |
sc2/12_39 | LWnK3bF7tLs | 64 | 288.91 | 291.81 | 我就当是攒能量吧 这样让虫族看起来更专业一些 | I'm gonna choose the former just to make it look a little bit better. |
sc2/12_39 | LWnK3bF7tLs | 65 | 291.81 | 296.2 | 最终坑道虫出在高地上了 而且完全没有被发现 | Deadenitis worm does indeed go up inside of the main base and this is completely unscouted. |
sc2/12_39 | LWnK3bF7tLs | 66 | 296.69 | 302.26 | MRLZ对此一无所知 | MRLZ does not know anything about the Nidus Wyrm right now instead of the main base |
sc2/12_39 | LWnK3bF7tLs | 67 | 302.26 | 309.6 | 是虚空辉光舰 神族选择的是炮台转虚空 | he's gonna go void race right it's gonna be photon cannon into void race well i mean he's gonna have to get him out real fast if he wants to get anything done |
sc2/12_39 | LWnK3bF7tLs | 68 | 309.6 | 311.21 | 女王已经悄悄地进家了 跳虫呢 | The queens are already here. |
sc2/12_39 | LWnK3bF7tLs | 69 | 311.21 | 315.34 | 他们千里迢迢回老家就为了做一趟地铁再回去 233333 | Zerklings, for some reason, decided that they wanted to run across the... |
sc2/12_39 | LWnK3bF7tLs | 70 | 315.34 | 321.96 | 这太逗了 从对面基地大老远回家就为了上个高地 | This makes no sense. He ran the zerklings from the natural of his opponent to his own main base only to put him back in. |
sc2/12_39 | LWnK3bF7tLs | 71 | 321.96 | 330.86 | 哈哈天道好轮回 你想炮台rush我嘛 那让你尝尝脊针爬虫按摩套餐 | Right now. Ooh, you know what? You know what you get if you decide to photon cannon rush this man? Apparently you get a spinecrawler rush inside of your main base |
sc2/12_39 | LWnK3bF7tLs | 72 | 333.18 | 338.14 | 额鸽觉得多造点女王或者蟑螂火蟑螂会好一些 | I've got a feeling just more Queens and maybe roaches and ravages would work a lot better here, but |
sc2/12_39 | LWnK3bF7tLs | 73 | 338.14 | 342.41 | 无论如何 鸽还是非常欣赏这个创意 坑道虫管子骑脸 | But I like I like the creativity bringing the spine crawlers to watch the other side |
sc2/12_39 | LWnK3bF7tLs | 74 | 342.93 | 349.12 | 先知? 虽然我平时不是很喜欢虚空 | A couple of oracles are being produced. Ehhhhh. You know what? Normally I'm not a big fan of Void Rays, but I- |
sc2/12_39 | LWnK3bF7tLs | 75 | 349.12 | 352.1 | 但是这时候显然是最适合出虚空的呀 | But I think void rays right now are basically the perfect unit, right? |
sc2/12_39 | LWnK3bF7tLs | 76 | 352.1 | 355.81 | 现在这个情形虚空什么都能打 | because you can definitely use them right here against, you know, everything. |
sc2/12_39 | LWnK3bF7tLs | 77 | 357.5 | 366.11 | 先知是不错 但戳一会就没有能量了 而且正面能力很弱 | Oracles are gonna be great, but they're gonna be running out of energy rather quickly as well and Obviously they are pretty weak all things considered. I mean |
sc2/12_39 | LWnK3bF7tLs | 78 | 366.11 | 369.55 | 虫族甚至可以再运过来几个工蜂 孵化孢子爬虫防空 | He could even bring a couple of drones across right now and go for like spore crawlers. |
sc2/12_39 | LWnK3bF7tLs | 79 | 369.55 | 370.92 | 看有个工蜂下地铁了 | Look there's a drone coming across |
sc2/12_39 | LWnK3bF7tLs | 80 | 370.92 | 372.62 | 造防空吧 造了就无敌了 | Please build a sport crawler, that'd be pretty sick. |
sc2/12_39 | LWnK3bF7tLs | 81 | 373.21 | 377.26 | 啊别别别 别上呀 女王可以互奶你打不过的 | i mean one sport no no no no no no that's not gonna happen mate he's got transfuse he's got |
sc2/12_39 | LWnK3bF7tLs | 82 | 377.26 | 380.86 | 啊?有奶你不用鸽就没办法了 | Oh, well, I mean he's got it. He's got it doesn't mean he uses it, but he's got it |
sc2/12_39 | LWnK3bF7tLs | 83 | 381.31 | 387.84 | 终于想起来奶了 但女王已经死了一个……额两个 | There you go! Does use Transfuse Radare, one of the Queens sadly already ended up falling. Uh, I do think that, well... |
sc2/12_39 | LWnK3bF7tLs | 84 | 387.84 | 389.3 | 躲进坑道虫倒很是时候 | Well, nice little save actually. |
sc2/12_39 | LWnK3bF7tLs | 85 | 389.72 | 392.83 | ……我觉得对于虫族来说形势不错 | I do think that it's gonna be it's gonna be okay for now despite |
sc2/12_39 | LWnK3bF7tLs | 86 | 392.83 | 396.41 | 管子在神族的主基地里到处扎 | spines are poking away inside of the main base here of the Protoss player. |
sc2/12_39 | LWnK3bF7tLs | 87 | 397.07 | 399.39 | 这两个先知操作得不错 | Nice little bit of control though on those two oracles. |
sc2/12_39 | LWnK3bF7tLs | 88 | 399.39 | 401.56 | 低地的二矿又开起来了 | The Nexus once again reacquired here on the low ground. |
sc2/12_39 | LWnK3bF7tLs | 89 | 401.56 | 406.14 | 这样的话即使主矿没了还能撤到二矿 | him and 18 MPH with him. We |
sc2/12_39 | LWnK3bF7tLs | 90 | 406.14 | 409.85 | 但是这些应该被保护起来的建筑就这样暴露在外 | These structures that are supposed to be in the wall are just standing out in the open and it |
sc2/12_39 | LWnK3bF7tLs | 91 | 409.85 | 412.05 | 这意味着脊针爬虫完全有空间进行攻击 | And that means these spies are gonna have a field day |
sc2/12_39 | LWnK3bF7tLs | 92 | 412.05 | 414.11 | 有一个星门被打掉了 | One of the Stargates does end up getting picked off. |
sc2/12_39 | LWnK3bF7tLs | 93 | 414.11 | 416.49 | 另一个应该短时间内不会掉 | picked off. I don't think the second one will be picked off just yet, although |
sc2/12_39 | LWnK3bF7tLs | 94 | 416.49 | 419.5 | 但是这里只有一根水晶为所有东西供电 | although there's really only one pylon right here powering everything. |
sc2/12_39 | LWnK3bF7tLs | 95 | 421.5 | 423.01 | 我觉得又有一个先知要出来了 | Think another Oracle might come out but |
sc2/12_39 | LWnK3bF7tLs | 96 | 423.01 | 426.16 | 但是这里有之前提到的防空塔 很明智的选择 | But there's that spore crawler we were talking about earlier really good choice |
sc2/12_39 | LWnK3bF7tLs | 97 | 426.6 | 428.22 | 显然红方很有选择 天啊 | Apparently right now Nagra man |
sc2/12_39 | LWnK3bF7tLs | 98 | 428.22 | 433.87 | 他选择走飞龙塔路线作为后续 | He's got his fancy pants on, apparently he has decided he wants to go for a Spire right now as a follow-up as well. |
sc2/12_39 | LWnK3bF7tLs | 99 | 435.32 | 437.88 | 我不确定飞龙塔在这里是不是必须的 | I'm not entirely sure about the spire here necessarily, but I guess that's it for this video, thanks for watching, and I'll see you in the next one. |
A segment-level English→Chinese translation benchmark derived from the ViDove release corpus. DoveBench pairs each Chinese translation segment with an aligned English reference, packaged as a single JSONL so evaluation runs directly without per-file parsing.
Companion dataset for ViDove: A Translation Agent System with Multimodal Context and Memory-Augmented Reasoning (Lu et al., 2025).
| Videos | 28 |
| Segments | 13,704 |
| Total audio | 766 min (12.77 h) |
| Language pair | English → Chinese |
| Source | sc2 corpus (StarCraft II commentary / interviews) |
Note. Original video files are not shipped with this release. Each row carries a
youtube_id; access the source video athttps://www.youtube.com/watch?v={youtube_id}.
dovebench.jsonl)
{
"video_id": "sc2/27_59",
"youtube_id": "G3eZhv5qdDo",
"idx": 0,
"start": 4.120,
"end": 7.840,
"zh_text": "...",
"en_text": "..."
}
| Field | Type | Description |
|---|---|---|
video_id |
str |
Corpus-qualified ID (sc2/<key>). |
youtube_id |
str |
11-char YouTube video ID — concatenate with https://www.youtube.com/watch?v= to view the source. |
idx |
int |
Zero-based segment index within the video. |
start, end |
float |
Segment boundaries in seconds, sourced from the Chinese subtitle timeline. |
zh_text |
str |
Chinese translation for this segment. |
en_text |
str |
Aligned English reference. |
datasets
from datasets import load_dataset
ds = load_dataset(
"json",
data_files="dovebench/dovebench.jsonl",
split="train",
)
row = next(r for r in ds if r["video_id"] == "sc2/13_07")
print(row)
# → {'video_id': 'sc2/13_07', 'youtube_id': 'n-Dx7MLqFqY', 'idx': 0,
# 'start': 0.0, 'end': 3.55,
# 'zh_text': '欢迎来到这一场的SC2专业比赛',
# 'en_text': 'Welcome back to a professional match of StarCraft 2.'}
import json
with open("dovebench/dovebench.jsonl") as f:
rows = [json.loads(line) for line in f]
# Group by video
from collections import defaultdict
by_video = defaultdict(list)
for r in rows:
by_video[r["video_id"]].append(r)
row = rows[0]
print(f"https://www.youtube.com/watch?v={row['youtube_id']}&t={int(row['start'])}s")
@misc{lu2025vidovetranslationagentmultimodal,
title={ViDove: A Translation Agent System with Multimodal Context and Memory-Augmented Reasoning},
author={Yichen Lu and Wei Dai and Jiaen Liu and Ching Wing Kwok and Zongheng Wu and Xudong Xiao and Ao Sun and Sheng Fu and Jianyuan Zhan and Yian Wang and Takatomo Saito and Sicheng Lai},
year={2025},
eprint={2507.07306},
archivePrefix={arXiv},
primaryClass={cs.CL},
url={https://arxiv.org/abs/2507.07306},
}