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steamfit-encoder

Sentence Similarity
sentence-transformers
Safetensors
bert
feature-extraction
Generated from Trainer
dataset_size:1500000
loss:MultipleNegativesRankingLoss
text-embeddings-inference
Model card Files
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steamfit-encoder / README.md
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A: 리뷰 enrich 재학습 모델(콘텐츠 R@10 0.079->0.089)
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metadata 
tags:
  - sentence-transformers
  - sentence-similarity
  - feature-extraction
  - generated_from_trainer
  - dataset_size:1500000
  - loss:MultipleNegativesRankingLoss
base_model: sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2
widget:
  - source_sentence: >-
      NecroVision | Action | FPS | Vampires | World War I | Gore | Zombies |
      Horror | Violent | Shooter | Alternate History | First-Person |
      Multiplayer | Singleplayer | Fantasy | Historical | Dark Fantasy | World
      War II | Arcade | Sci-fi | Atmospheric | Action | War is Hell. NecroVision
      is a first-person shooter that takes gamers across the frantic
      battlegrounds of World War I and into a dark underworld of vampires,
      demons and dark magic.  ‖ 사용자 리뷰:  무간지옥과도 같은 영겁의 시간  피와 시체 ,흥건한 흙탕물과 섞여
      들어가는 피, 시체, 무너지는 토사, 그리고 들끓는 쥐떼와 역병.    하지만 그 참상 속에서도, 여러분들이 아시다시피  1차대전
      때는 내노라하는 용맹한 전사들과 마법사들이 암약했던 시대이기도 했습니다.   ·  클리어 할수록 챌린지룸이라고 생겨나서 싱글플레이에
      도움을 주는게 생겨나고  이 챌린지를 성공하면 게임이 더 쉬워지긴합니다만...  1번째 챌린지만 하고 보스까지 달렸는데 매우매우
      힘들더군요  체크포인트까지 가면 컷씬 나오면서 뒤에 적들 다 죽는 꼼수를 활용해가며  클리어하였습니다.  초반엔 그냥 울펜슈타인을
      따라한 B급 게임처럼 보였으나 쉐도우핸드 얻고나서부턴 칼질만 해도 게임이 클리어가 가  ·  alright so let me get
      this straight... in 2017 a man gets about 400LB of equipment up 30 floors,
      sets up a concealed sniper nest, disarms fire alarms and other security
      systems in place (at a casino) removed a window tha  ·  One hell of a
      ride. The game starts out as a boring slow paced world war 1 trench
      warfare shooter but then suddenly you are flying spaceships to Pluto,
      fighting off dragons and chainsaw wielding bears with a grenade laun  ·  A
      game so profoundly awful it somehow circles around into being kind of good
      again.  ·  Better than Battlefield Great War that's for sure  10/10
      Ultra-Violent game. Will be getting the sequel for sure.  ·  This game
      deserves remake !!  · 
      是真的好玩，就凭在地下骑着龙大战石像鬼那段，30（打折11）块钱就值了，更何况这游戏的世界观构造是我这几年看过的最具有创意的之一，对西方奇幻背景真的大爱 
      ·  可以玩，也有作弊码，缺点就是老卡加载界面，上面显示按任意键，自己摸索发现快捷切换软件的组合键能进游戏  ·  5块买的 indiegala
      1C company bundle里面也有15元23个游戏 挑战里面有一个bug导致无法完成
    sentences:
      - >-
        Faerie Solitaire | Solitaire | Casual | Board Game | Card Game |
        Tabletop | Cute | RPG | Relaxing | Puzzle | Colorful | Family Friendly |
        Fantasy | Dark Fantasy | Adventure | Singleplayer | Beautiful |
        Addictive | Epic | Great Soundtrack | Indie | Casual | Indie | RPG |
        Have magical fun in the addicting Card game, Faerie Solitaire! Find and
        raise a Faerie pet and repopulate the magical land of Avalon using the
        resources found by clearing each level.  ‖ 사용자 리뷰: 카드게임을 좋아한다면 추천. 어렵지
        않은 룰과 펫 모으기로 킬링타임용으로 알맞음. 저사양이라 윈탭에서 즐기기도 편리함.  ·  아주 쉬운 카드게임. 그냥 12345나
        543212로 카드를 맞춰나가면 된다. 스토리 모드가 있긴 하지만 스토리는 당연히 별거 없고, 대충 깔아놓고 생각날 때마다 시간
        때우기엔 딱. 도전과제도 슬렁슬렁 하다보면 깰 수 있는 아주 쉬운 것들이니 이런 류의 카드게임 좋아한다면 추천.  ·  알과
        크리쳐 Solitaire.  Solitaire장르의 게임으로, 알과 크리쳐를 수집하고 성장시킬 수 있습니다. 딱히, 추가적인
        효과는 없지만 수집 및 성장의 재미가 있죠.  게임의 플레이 방식은 나름 쉽습니다. 필드에서 들고있는 카드의 앞 또는 뒤의 카드를
        수집하죠. 2를 들고 있다면, 3 또는 a카드.  ·  My kind of game! I enjoy playing
        solitaire in real life so I need get this game and was not dissapointed.
        Lots of fun and I think small story is cute. In start I did not care
        about pets option but after some hours I have  ·  I bought this because
        it was only .49 during a sale and figured it wouldn't be a loss if it
        wasn't that fun.  I ended up playing for 5 hours straight after I loaded
        it up.  It's a lot of fun.  I like solitaire, but get b  ·  My favorite
        Solitaire, it's a fun game :)  ·  game of the year (нет, просто делаю
        ачивку)  ·  Thanks to developers for Linux developing! Now I can play
        the game in Linux natively )  (currently its beta version)  · 
        画面不错的纸牌接龙，偶尔翻出牌堆可以得到宠物蛋，靠翻出的一些食物来养着。 
        这种小游戏适合休闲的时候玩两局，轻松愉快。就跟系统的纸牌一样，都是打发时间的轻松游戏。  · 
        这是一部世界罕见的能把扑克牌的乐趣运用得如此接近极致的一款游戏，对逻辑、策略以及数学思考的佳作。  清新而有艺术感的画风，令人爱不释手！  · 
        很容易上瘾的小游戏，膀胱荣耀  唯一一个缺点：不能云存档
      - >-
        Open At Nine | Sexual Content | Nudity | Hentai | Casual | Anime |
        Visual Novel | Simulation | Dating Sim | Management | Fantasy | Story
        Rich | Medieval | Singleplayer | LGBTQ+ | Action | FPS | Souls-like | VR
        | Casual | Simulation | “Massive debt, a shabby brothel, and a naughty
        succubus… This is all I get for defeating the Demon God?!” Hire monster
        girls to attract customers and pay off your debts! Don't forget to give
        your girls lots of hands-on job training!  ‖ 사용자 리뷰: [h1]보1지 보여줌 꼭1지 보여줌
        H씬은 잘 만들었는데 게임이 너무 재미없다.[/h1]  야겜이라 스토리는 별로 안 보고 싶은데... 어떤 이유로 용사가 몬스터
        무스메들과 함께 창1녀촌을 운영하는 스토리다.  문제는 이 운영하는게 재미가 하나도 없고, 벌어들이는 수익에 비해 업그레이드
        비용/경영을 보조용 비용 등의 지출이 너무 커서 게임이 너무 루즈함. 존1나 자린고비식으로 벌어들여야한다.  ·  monster
        girl club bifrost랑 비교해서 경영은 쉬워지고, 여캐 수는 적지만 H씬은 고퀄이 된 게임  폴리카 성우 연기가 매우
        훌륭함  야겜하면서 남주를 굳이 보진 않는데 이 게임은 남주가 좀 거슬렸음 대사가 매우 많고, 가끔 응큼한 표정 지을 때가 있는데
        불쾌하게 생김  ·  유니티 자동번역기 쓰고 게임 내 언어를 일본어로 설정하면  꽤 괜찮은 한글번역으로 플레이가 가능하다.  · 
        그림체도 괜찮고 스토리도 준수하며 응응도 괜찮다.  딱히 단점을 찾기 힘들 정도로 완성도도 좋음.  ·  겜은 잘
        만든거같은데    벌어드리는 골드는 쥐꼬리인데   아이템이나 방업그레이드 비용은 존나 소모됨  한마디로 골드 대비 아이템 및
        업그레이드 시스템의 능률이 똥이다 이말임    추천은 함    ·  겜 자체는 그냥저냥 할만한데 일단 한글화가 안돼있는게 크고,
        노가다성도 좀 강한편이다.  무엇보다도 꽤 오래전에 나온 비프레스트의 마물창관이라는 겜이랑 유사한 게임성인데 더 나중에 나왔는데도
        불구하고 게임성이 더 빈약하다...  그래도 떡신은 봐줄만 하고 거진 풀보이스급으로 음성을 꽉꽉 담아놔서 보고 듣는 맛은 있다. 
        ·  I know based on how I review other games you're expecting some really
        long essay and deep reason to why I recommend this game. Sorry not this
        time.  I bought it purely for the Cat Girl, Starry, and I was not
        disappointed  ·  A surprisingly good, though simple, resource management
        H game. I truly did not expect to enjoy this game as much as I did. At
        least until you unlock the last couple characters and the H content gets
        very... non-consensu  ·  Monster Club BiFrost's little sister, decent
        visual novel management game overall ♥  ·  Truly a very strong political
        message on the strenght of diversity and against the exploitation of
        workers in a society that should value them as living beings with
        emotions and not as just workforce  ·  ✅ Cute monster girls  ✅ Japanese
        voice acting  ✅ Simple brothel management simulation  ❌ Repetitive
        gameplay  ❌ Short game    I enjoyed this casual Adult VN-style brothel
        management game.    This software has been Hoolig  · 
        [h1]道理我都懂，但是剧情是真的不要带脑子。 我都他妈是干掉大魔王的勇者了，还要吊你一个小小的国王？
        我都他妈吊你一个小小的国王了，还要当龟公开妓院还债？ 我都他妈当龟公开妓院还债了，还要让我逼良为娼？
        我都他妈逼良为娼了，还要天天和给钱就上的臭婊子们搞纯爱，送礼刷心才能开CG？  我他妈要爆炒臭婊子！ 我他妈要一次炒十个！
        我他妈还要叫上客人一起炒！ 我他妈还不给钱！ 因为我他妈的是老板！[/h1]  ·  [spoiler] 猫娘太棒啦！！！！
        [/spoiler] CG可冲，姿势丰富，成分齐全。
        可玩性狗屎，而且没有我想要的妓院的淫乱感。我想要的不是这种慢慢悠悠培养感情相敬如宾[spoiler]而是狠狠的爆草婊子！ [/spoiler] 
        ·  模拟经营类游戏，不过这个经营的是个娼馆 H场景都是有声音的，但有的日常对话没声音，不知道是出bug了还是本来就这样
        一共10个角色，每个角色2个CG，都是魔物和勇者（男主）之间的CG，和客人没有CG（[i]不过毕竟这是经营娼馆，所以应该不算NTR吧[/i]）
        淫乱值2颗♥开启第一个CG，淫乱值4颗♥开启第二个CG，淫乱值♥可以用道具增加，招揽客人也增加（[i]如果有人想和猫女搞纯爱可以不让她招揽客人，只喂道具增加淫乱值♥[/i]） 
        毕
      - >-
        MakeRoom | Decorating | Immersive Sim | Design & Illustration | Sandbox
        | Building | Life Sim | 3D | Cute | Isometric | Relaxing | Nonlinear |
        Casual | Simulation | Colorful | Minimalist | Stylized | Family Friendly
        | Cozy | Singleplayer | Indie | Casual | Indie | Simulation | Build
        rooms, gardens, and camper vans with 1,100+ objects and the ability to
        make your own furniture from scratch. Learn with gentle design requests,
        then relax and create at your own pace.  ‖ 사용자 리뷰: 방 편집이나, 가구 편집 때 가장
        간절한 것  'Ctrl + Z'  ·  앞으로가 너무 기대됩니다 그래픽도 그렇고 너무 귀엽고 좋아요!  ·  집 꾸미기나 방
        디자인 하는거 좋아하면 재밌게 플레이 할것 같다... 창작 마당에서 다른 분들이 만든 방이나 아이템 구독하면 더 쉽고 예쁘게
        게임을 할수 있어서 좋았다!! 단점은 물건을  배치할때 조작이 어렵다.. 그리고 화면 조정이 조금 제한이 있다는 점이다. 좀
        답답하긴 하지만 이런 점을 빼면 나머지는 괜찮다  ·  Full disclosure, I p*rated this to try it
        out, opened it, saw the menu, closed it, deleted the file, opened Steam,
        bought it, then played it for five hours. Made a mermaid bed. I am
        chewing on this game. It has given me   ·  Very cute, very stylish low
        poly room decorating game! The custom furniture feature is really
        cool.   My only complaint is the lack of an undo button, or a way to
        return an item to its previous position if you accidental  ·  So.... if
        you are a developer, the name "Kenny" rings a bell, and buying this game
        should be a no-brainer for you, after all the free assets Kenney has
        released over they years. They deserve every euro they can get.  If   · 
        A fun game and tool all in one! Admittedly, it was a bit of a learning
        curve for me but after some time and patience, this game becomes a very
        helpful creative outlet.   Shout to the dev for not only making this
        game/too  ·  I use this to mockup bedrooms for my art and take
        screenshots. Worth it for the reference material alone.  · 
        与寻常可见的同类型小品级的建造游戏相比，除了高度自由化（尽管场景只有建筑内部的一隅）的室内布置外，最大的特色在于同样可以高度自定义化的各类家具/装饰品/电子产品，根据玩家的需求和喜好自由地创造出各种现实/非现实的物品并加以布置，这一点是本游戏最大的乐趣所在。 
        可供选择的场景背景/墙体形状，自然背景声效和可调节各式滤镜的摄像模式，亦是《MakeRoom》中方便玩家的设计。美中不足之处在于设计场景和设计自定义物品时缺少可供便捷布置的快捷键 
        ·  你是谁？请支持Kenney!
        物品摆放的操作很舒适，零件都很可爱，自由度高，截图还可以选粗/细/无轮廓线，非常细致了。非常适合同人女做一些代餐场景……
        没有官方中文，不过也就教程需要一点英语，所以约等于无语言障碍。 
        如果以后能加入一些更适合非现代场景的零件（例如中世纪、DND等主题），那就更好啦~  · 
        非常好玩的游戏，如果在中国社媒好好做宣发+中文汉化可以想到会有多受欢迎，就是目前家具没那么多，不过自由度很高可以自己做。期待创意工坊的大佬们
  - source_sentence: >-
      嗜血印 Bloody Spell | Nudity | Sexual Content | Female Protagonist | Action
      RPG | Hack and Slash | Action | Martial Arts | 3D | Open World |
      Singleplayer | Roguelike | Violent | RPG | Roguelite | Gore | Multiplayer
      | Adventure | Online Co-Op | Indie | Action Roguelike | Action | Adventure
      | Indie | RPG | This is a martial arts action role-playing game. The core
      of the game is battle-oriented, and it combines many fighting elements. If
      you are a player who pursues blood and is brave enough to challenge the
      limits, it will definitely inspire your adrenaline and bring you the best
      combat experience.  ‖ 사용자 리뷰: Please add Korean language support.  ·  똥겜이
      확실함. 하지만 서큐 DLC사면 짱텔라블레이드  ·  저기요 이거 이왕에 다벗은 왕가슴 모드도 창작모드에서 왕가슴 누드 모드도 만들게
      해주세요 이거 성인게임 이잖아요  ·  20시간 도전과제 완료  그냥저냥 막하기는 괜찮은데 파고들기 시작하면 굉장히 어설프고 모자란
      게임  수준이하의 최적화는 덤  ★★★ (3/5)  ·  할인폭이 크니까 할인을 노려라  ※ 많은 DLC 스킨들이 구매하지 않아도
      게임내에서 언락가능 (전부는 아닌듯) 그리고 그렇게 언락한 스킨에 비밀 커맨드를 입력하면...  키보드 T+Y 또는 콘트롤러
      L3+R3 (정확하게 동시 입력)  물론... 원래부터 면적이 아주 적은 옷은 안되는 것도 있음  ·  많은 게임들의 요소를
      차용했지만 썩 매끈매끈하게 마감치지는 못한 잡탕게임.. 그런데 쿠소게까지는 아닌  갓오브워(그리스 로마 시절)을 떠올리는 느낌인데
      기대치를 높게 잡고 시작하면 똥겜이 될 거고 양산형 뽕빨 게임을 생각하고 시작하면 생각보다 할만한 게임이 될 듯  그리고 인게임에
      도전과제 해금 같은 기능이 들어있던데  DLC는 단순 unlock 기능인 건지 잘 모르겠음 셋트로 샀다가 나중에  ·  its
      fun....but the nudity tag is bs, def no nudity in this at all  ·  Step
      one, download the game. Step two, open the Workshop. :D  ·  💉 Blood Spell
      – Short & Honest Review 😋  Play with the female character… you’ll notice
      why. 10/10. Graphics – 9/10 Gameplay – 8/10 Music – 5/10 (wasn’t paying
      attention) Story – 8/10 (but that’s not the main attraction,   ·  Better
      than Stellar Blade, in my opinion. Fun action game somewhere between Devil
      May Cry and Dynasty Warriors, you can't go wrong with $3 on sale. You do
      have to learn on your own because the game doesn't really explain  · 
      Surprisingly fun game, kinda like playing a PS2 era action game but with
      modern graphics and hilariously bad translation.  · 
      看到没有，这就是国产游戏该学习的态度，从ea走来一直到现在，定期稳定的发挥和更新，直到现在还有在优化。
      如果存在下一款产品，无论内容好坏，至少厂商的态度让人放心。  ·   
      只能说是中规中规的游戏，到处都挺廉价的，不过价格也很廉价啦。但是制作人很懂玩家想要什么，擦边卖肉这一块直接拉满了，而且时隔那么多年，制作组还在更新，这个确实挺不容易的。说回游戏，主打的战斗手感说实话一言难尽，招式也比较单一，后期敌人血量上来基本就是刮痧玩了，而且游戏地图还有刻意的堆怪和智勇大闯关，有点难评。不过游戏里彩蛋很多，而且有些地方是能看出来很多制作组的小心思的，不过毕竟小作坊的制作力，最后只能说还不错吧。游戏剧情基本没有，难 
      ·  这不是黄油，如果奔着黄油体验来的可能要失望了，除了皮肤外没有其他更深入的涩情内容。
      但你不玩都不知道，一个卖肉游戏，动作系统居然做的这么有模有样。
      可以看做单机版永劫无间（里面也有单机版本的大逃杀模式），有六类武器，都有一系列搓招表。
      有闪避有格挡，有空中立回，还有各种嗜血印技能麻雀虽小五脏俱全。人物性能和爽快感都没的说。 软涩情这一块，吊打了明末清初十几条街。
      价格实惠，史低10块，全年都在打折，甚至不用买dlc，本体就有创意工坊和闯
    sentences:
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        Vanity Fair: The Pursuit | FMV | RPG | Choices Matter | Story Rich |
        Cinematic | Indie | Immersive Sim | Simulation | Interactive Fiction |
        Visual Novel | Word Game | Singleplayer | Dating Sim | Life Sim | Puzzle
        Platformer | Third Person | Colorful | Idler | 1990's | Casual | Casual
        | Indie | RPG | Simulation | Players follow Lu Yuan through important
        stages of his life and experience his growth trajectory from youth to
        maturity. It will take you to relive those decisions that you have never
        tried to make in reality, and feel the different life brought about by
        each choice.  ‖ 사용자 리뷰: 바나나우유님이 만드신 한글패치 덕분에 몰입해서 즐길수있었습니다.  감사합니다.  · 
        한가지 선택으로 엔딩까지 쭉 본 후 안봤던 분기점을 찾아봤다.  진짜 해피엔딩은 프롤로그에 있었다.  남주가 진짜 내스타일
        존잘러라 감상하면서봄 ㅋㅋㅋㅋ   여주도 이쁜데 남주 진짜 존잘임,, 중국에 이쁘고 잘생긴사람 많구나  ·  느와르인데 미녀들이
        나오고 그 미녀들한테 각각 개별엔딩이 한두개씩 붙어있다니 중국게임은 무협빼고 관심 없었지만 이 게임은 추천을 줄수밖에 없네요.
        할인도 꽤 자주해서 현재 25%세일 기준 6370원입니다.  단점이라면 공략이 별로 없어서 도전과제 조건을 알기가 어렵다는거
        정도인데 공군의 표식이랑 믿을 수 없는 철은 어떻게 깨는지 모르겠습니다.  남자라면 추천. (여자라면 추천못함. 남주 잘생  · 
        중국 풀무비 장르로 게임이 많고 몇몇개 해봤는데  일단 가장 재미있게함  ·  스팀에서 나온 동일 장르 중 완성도가 매우 높다.
        해당 장르를 좋아한다면 강력 추천. 한 편의 훌륭한 정치드라마.  *고정옥 언니 너무 예뻐요  ·  바나나우유님이 제작한 자막
        개선 패치 사용 시 정말 깔끔하게 플레이 가능합니다. 다소 느와르 적인 스토리도 꽤나 몰입도 있어서, 재밌게 플레이 했습니다.
        출연 배우진의 연기들도 훌륭하고 특히 주인공이 진지함과 비열함을 오가는 연기가 나름 볼만했습니다. 여배우들의 경우도, 상당히
        외모가 출중하고, 특히 관해월과 고정옥은 정말 너무 매력적입니다.  ·  This game was a masterpiece.
        They even put decent effort into the translations. The only issue I have
        is that you can get stuck in the chapters if you don't choose the
        correct path. This game is more like an FMV mini ser  ·  Ni Hao, Kai
        Lan. Don’t expect a game in the traditional sense—this is more like
        watching a solid C-drama unfold and nothing like a Telltale or Quantic
        Dream game. Only certain choices will push the story forward into lat 
        ·  Finally achieved 100% achievements! Such a great game, good cast and
        overall, quality is so high. Branching paths and altering endings is a
        strong point here, and only little errors with the subtitles. Wish to
        see a sequ  ·   [h2] Vanity Fair: The Pursuit[/h2]   It started with a
        good and intriguing story but the further I advanced the story, less
        interesting it gets.  I’m still rating this positively because compared
        to other FMV the execut  ·  One of the best FMV games on steam. Not
        typical of the other games on Steam, as it's not so much a dating
        simulator and the POV is not from the eyes of the protagonist. Best
        acting in any FMV game, and the story is great  · 
        其实出了序章之后就没有什么好结局了，大家都在命运中破碎，还是留在序章跟何小梦共度余生更好  · 
        和朋友们一起直播玩的，以为是老女游戏，买错了。结果发现比老女游戏好玩，。，  · 
        为了欣欣，尝试了一下。选角很不错，剧情目前还不错。但是steamdeck怎么这么卡，每一段剧情都会卡两三次😂，甚至遇到卡死的问题。不出选项，什么都按不了。希望官方修复一下🙏先给个好评吧
      - >-
        The Blind Prophet | Adventure | Indie | Casual | RPG | Point & Click |
        Gore | Story Rich | Horror | Great Soundtrack | Nudity | Sexual Content
        | Puzzle | Dark | Hand-drawn | Atmospheric | 2D | Comic Book | Visual
        Novel | Adventure | Casual | Indie | RPG | A point'n'Click adventure
        game. Resolve mysteries and fight the Great Evil.  ‖ 사용자 리뷰: Heavy on
        style and fairly light on gameplay, 'The Blind Prophet' is more of an
        interactive graphic novel than a point and click adventure game. A
        decidedly Satanic, vibe-y, full on 90's Eurogoth graphic novel at that.
        It  ·  Dark and creepy, I love it :D  ·  The art style alone is a reason
        to get this game, but despite that- a magnificent soundtrack, good
        writing, and a story with a soul.  Good good stuff.  ·  I genuinely wish
        there was more of this game. I loved it so much and the ending left me
        craving for more. Not to say that the ending is unsatisfying, quite the
        opposite. I've always loved point-n'-click games, but this o  ·  Loved
        the game, the art, the music, ambiance, and the story but had issues
        where it wouldn't save and start from the correct places. So after
        multiple attempts at replaying the game, I was still never able to
        finish it.   ·  纯点击冒险解密游戏，点击，互动，解密然后看漫画分镜。画风非常不错，很有味道。  ·  第一章鬼屋钢琴能弹春日影 
        do-si音符对应：△ 2 4 5 7 9 11 12   谱面(单独空格的键位是十一十二)：   42△2 4542 42△2 4542
        42△2 4542△2   442 542 22△△ 542   2 △24 47  12 11 12 11 12 11 97 725
        5447     ·  还行吧。  游戏准确点说，更像是一款带有解密元素的电子小说。    第五章有个让人费解的密码谜题，答案顺序是：青蛙 
        拖鞋  月牙  小鸡  裤子  黄瓜
      - >-
        Deck of Haunts | Card Game | Building | Card Battler | Turn-Based
        Tactics | Roguelite | Tower Defense | Base Building | Horror |
        Turn-Based | Turn-Based Strategy | God Game | Roguelike | Strategy | 3D
        | Cult | Isometric | Psychological Horror | Deckbuilding | City Builder
        | Simulation | Indie | Simulation | Strategy | Deck of Haunts invites
        you to become a malevolent Haunted House. Lure humans into your cursed
        halls, manipulate their fears, and drain their essence to grow your
        power. Use strategy to build your mansion and expand your dark
        influence, turning your home into a terrifying, inescapable nightmare. 
        ‖ 사용자 리뷰: 독특하고 재밌는데 아직 카드가 부족해서 덱 구성이 아쉽네요  ·  보스 클리어 2시간 정도 걸리는 킬링타임
        게임이랬는데 뇌 빼고 하다 8시간 걸림. 최소한의 생각과 계산이라는걸 하면서 해야하는 게임. 재밌음.  ·  재미있고 그래픽도
        개성있는데 회차 해금 요소에 비해 클리어는 상당히 쉬운편임  좋게 말하면 괜히 회차시킨다고 질질 안끌어서 좋은데  나쁘게 말하면
        엔딩 보고 나면 그 이후부터는 그냥 해금 or 엔드리스임(대강 플탐 2시간 내외면 마스터 스톤메이스 잡음)  ·  게임성은
        나쁘지않다. 그런데 잔버그가 진짜 짜증난다.  몹이 안움직이고 방은 이동한걸로 적용되는 버그 진짜 그지같다 무한모드로 넘어가면
        갈수록 심해지는데 화가 많이난다. 왜냐면 어디있는지 파악도 안될뿐더러 제일 빡치는 부분은 방이동후에 턴이시작하는데 한참동안 턴이
        시작을 안하는경우가 생긴다.  ·  재미나는데 . 질림 ㅋ. 잘만들었긴 하네.  ·  28일 러쉬가 좀 빡센데 팁이좀 있어요 ? 
        ·  It's fun doing bad things to the nosy busy bodies who feel it's their
        business to break into my home and snoop around.  ·  Get to play as a
        Living Haunted House, and teach those nosy humans who wander into your
        realm that yes, they should've picked a better house to stay in off Air
        BnB.    It's a pretty fun game, with cards that allow you to  ·  This is
        a brilliant game that has already gotten much better with a few updates.
        This game is addicting and you can burn out pretty quickly, but with
        time this game will become so much more. $20 for 8 hours of game play  
        ·  The game was a bit undercooked at launch, so I held back on a review
        at the time. I revisited it recently and a lot of content has been added
        and the feedback of the players has been taken into account when making
        change  ·  Very fun but short, I hope they keep adding to it. I love the
        concept and the gameplay is simple but effective  · 
        这款游戏充分诠释什么叫0费是危险的设计。我给大伙写个永动机攻略，电表倒转一回合打无限伤害。第一张卡恐惧吸收1费打三神经紧绷满层状态下抽2恢复2费，第二张卡不谐之声这张卡升级后0费上一点紧绷，不升级也无所谓，第三张卡层层尖啸0费给人类上一点紧绷抽两张卡。然后游戏就结束了三张卡永动机，没有任何人能走出前厅，费用越打越多。 
        ·  这游戏看起来有点意思。但是玩起来又差点意思，如果30块还可以意思意思，但是50块就不好意思了。  · 
        目前游戏内容支撑不起这个价格，期待后续更新，建议打折入。
  - source_sentence: >-
      Fallout: New Vegas | Open World | RPG | Post-apocalyptic | Singleplayer |
      Moddable | Story Rich | Exploration | First-Person | Action | Adventure |
      FPS | Sci-fi | Western | Atmospheric | Action RPG | Character
      Customization | Survival | Sandbox | Shooter | Third Person | Action | RPG
      | Welcome to Vegas. New Vegas. Enjoy your stay!  ‖ 사용자 리뷰: 그래픽이나 편의성 면에서는
      요즘 게임이랑 비교했을 때 많이 밀리는 편이긴 하지만 스토리의 깊이,  컨텐츠의 방대함, 순수재미는 아직도 GOAT인거 같습니다.
      세일하면 가격도 싸니 찍먹 한번 쯤은 해볼만하다고 생각해요,  ·  Lone star shine down on my hometown 
      ·  https://youtube.com/shorts/8JN7hlD-wik?si=of8jZE4W2x7icdoO  ·  On my
      last playthrough of this game I created a man called Ung. Ung had a
      strength of 9 and used a club made of rebar and a block of solid concrete
      to quite literally explode people into meaty giblets. Ung also had both  
      ·  I havent finished this game, but im compelled to call it the best
      fallout game because there is no limit to the larp  ·  this has been my
      favorite game for 15 years, no other game can ever compare. absolute
      masterpiece. bethesda needs to make more fallout games like this. the
      newer fallout series games are fun but they just arent the same,  ·  Why
      are you Reading Reviews for this.  This is the greatest game of all time
      stop reading flipping reviews and just buy the game already its cheaper
      than a ham sandwich combo. Play the game and play it Again my Johnny!  · 
      Alright so i may have a gambling addiction.. oh also good game must play
      before you vaporize or something. :)  ·  唯二缺点： 1.
      要先花两三个小时打mod才能保证游戏在现代机器上正常运行 2.
      死钱真的是目前玩过所有游戏里最史的一个DLC，无论是氛围还是玩法和体验都和本体格格不入，宛如奶油蛋糕里藏着的一只蟑螂残肢  · 
      我带着维罗妮卡穿越莫哈维沙漠.....................  · 
      2012年就买了，没汉化结果一直没玩，前年辐射剧开播了我才点开这游戏，虽然已经玩了更现代化的76和4，也尽管新维加斯的画面很古早，但仍然能玩进去，因为早年玩过1和2，而新维加斯的主线处处都有提到1和2，要的就是这个味 
      这个时间只是一周目通了主线和4个dlc的时间，还有好些地方没去过  只装了贴吧置顶贴的汉化，dlc1-4都汉化的还可以，没啥问题，闪退也几乎没有 
      主线、支线的几个避难所做的不错，有的避难所很大能遛2小时，其实要说恐怖感
    sentences:
      - >-
        Up Left Out | Puzzle | Minimalist | Relaxing | Singleplayer | Casual |
        Indie | Abstract | 2.5D | Short | Minigames | 2D | Atmospheric | Great
        Soundtrack | Top-Down | Indie | A puzzle game about unlocking stuff.  ‖
        사용자 리뷰: 요리조리 맞추다 보면 어느샌가 클리어 되어있는 퍼즐 지능이 높아진 듯한 느낌을 받을 수 있고 두뇌 트레이닝용으로
        좋습니다  ·  여기 있는 퍼즐들은 마치 하나의 커다란 잠금장치를 푸는 듯한 느낌을 줍니다. 모든 조각을 풀어 해방시키거나 서로
        이으면서 하나의 조각을 완성하는 것이 목표입니다.  잠시 쉴 때 집중하는 시간을 가지기에 괜찮은 게임입니다.  ·  가끔식 할거
        없을떄, 시간 때우기용으로 좋습니다  퍼즐도 쉽고 재밌기까지해서 나이스!   다만, 유일한 단점은 사운드가 좋지 않아요 ㅠ  
        특히 클리어할때 사운드가 깨지는 듯한 느낌을 줘서 정말 불퀘했습니다    그래서 노래들으면서 플레이 하시는걸 권장드립니다! 
        ㅎㅅㅎ  ·  [h1] 미니멀리스트하고 창의적인 퍼즐 [/h1]  심플하고 창의적인 짧은 퍼즐 게임을 원한다면 추천드립니다 :D
        도전과제 100% 달성도 쉬워용!  [h1] Minimalist and Creative Puzzle [/h1]  If you
        want a simple and creative short puzzle game, I recommend it :D It's
        easy to achieve 1  ·  Hook과 Klocki를 만든 사람의 새로운 미니멀리스트 퍼즐게임.  Klocki보다는
        약간 어려워지긴 했으나. 그래도 무난하게 풀 수 있는 퍼즐들만 있어서 부담을 가지지 않고 퍼즐들을 즐기면 된다. 예전 작품들처럼
        이 게임도 역시 추천.  ·  기믹이 괜찮은 슬라이딩 퍼즐 게임인데 좀 어려운 게 나오려나 싶더니 끝나는 게 정말
        아쉽습니다(퍼즐에 익숙한 사람은 한 시간 안팎으로 끝나는 분량입니다). 이유는 알 수 없지만 사운드 이펙트가 깨지고요, 사운드
        크기 조정이 불가능하거나 종료 버튼이 없다거나(!!!) 하는 자질구레한 부분도 아쉽습니다. 하지만 세일이라면... 뭐 봐 줄 수
        있나.  ·  +++ easy 100 % Steam Achievements  +++ 52 very creative &
        challeninge Puzzles (even if first Levels are Tutorial easy fast done,
        could have a few more Levels)  +/- no Five (5) Trading Cards  Good for
        Achievement Hunters   ·  I insta-bought this as soon as I saw the name
        Maciej Targoni on the store page. I was not disappointed. Excellent work
        as usual!  ·  A fresh take on klotski / huarong dao puzzles. Short (~45
        mins), but aptly priced. Not too hard but more of a relaxing experience.
        Definitely worth playing, but more (and harder) levels would be a nice
        addition.  ·  Maciej Targoni's latest creation, [b]Up Left Out[/b],
        maintains its [b]usual quality[/b] and adds a [b]more [i]balanced[/i]
        feel[/b] to it, like a bath that it is [i]just[/i] the right
        temperature. However, if you are up  ·  Some game crafters work best as
        part of a team, & I think this holds true for Maciej Targoni & Wojciech
        Wasiak, as their skillsets complement each other.  It took me a moment
        to warm to this game, but once I did, I could  · 
        拼图滑块华容道，游戏关卡主体分前后两个阶段，一是解锁活动格，二是凑齐目标图案，元素不多言简意赅  ·  这一作难度简单，休闲放松适宜~
        这个系列一如既往的好~ 伟大无需多言！  ❤ ❤ ❤  · 
        如果你玩久了大作，想放松清醒一下头脑，那买它准没错了，推荐直接打折直接入Relaxing Puzzle
        Box捆绑包的9个游戏，都是非常棒的休闲解谜游戏，流程在1小时到4小时不等，无论是音效还是画面都让人放松，这才是纯粹的解谜游戏。玩法上也不用担心，每过几关就会有新规则出来，让你保持新鲜感。这系列的游戏基本通关就能全成就，只有Art
        Of Gravity要看一下，不过也很简单，就是为了让你专注于游戏本身的乐趣。
      - >-
        Jacksmith: Weapons and Warriors | Crafting | Time Management | Medieval
        | Strategy | Action | 2D | Casual | Simulation | Colorful | Management |
        Fantasy | Loot | Indie | Family Friendly | Singleplayer | Combat |
        Action | Casual | Indie | Simulation | Strategy | Fire up the forge and
        craft your finest weapons in Jacksmith: Weapons and Warriors, a reforged
        adventure! Equip the local warriors with custom swords, bows, shields
        and more in your hands-on blacksmith shop. Follow the soldiers into
        battle as you push onward toward the evil wizard Dudley!  ‖ 사용자 리뷰: 게임은
        추억도 돋고 괜찮은데 6700원 주고 사기엔 좀 아까운감이 있습니다.  ·  브금듣자마자 추억이네ㅋㅋㅋㅋ 다음 키즈짱에서 즐기던거
        이제 못 즐길 줄 알았는데 스팀에 나와서 오랜만에 재밌게 했다.  ·  어릴적 피시방에서 할 게임이 없으면 플래시게임으로 했던 내
        추억가득 대장장이소새끼게임  ·  boring, repetitive, pointlessly easy, exactly what I
        wanted.  don't come here for a good game. come here for Jacksmith  ·  I
        rediscovered this gem on YouTube the other day. A video popped up for it
        and I went "Impossible." The video was uploaded 2 days prior. There's no
        way it was recorded before flash shut down.     For grins and giggles,
        I  ·  Almost lost it when I found this was on steam, been wanting to
        replay for years now. Still as good as when I used to play on browser 
        ·  imagine this on google 10+ years ago when you came back from school
        and its snowing outside  ·  this game ruined my life.  when i was a kid
        i was playing this game via browser i was having a lot of fun it was a
        game i would play every day it made me a perfectionist and developed my
        OCD it also made me fall in love   ·  快把所有老爹餐厅都搬上来啊！！我ALL IN！！  · 
        byd我记得没这么难啊，果然还是小时候无敌版给惯的  · 
        作为老爹系列的代表作品之一，我觉得杰克的铁匠铺是最好玩的一部了。（其实这一作我小时候不知道4399里面老爹系列游戏基本都玩了唯独没发现它可能画风相差有点大吧）
        在往后一点点，也就是第一章通过后矿物已经不稀缺了没有发挥它的作用基本就只要考虑该用水晶还是黄金。还有各种的装备材料也有些太充裕了
        游戏设计也比较单一如果不是童年滤镜的话玩一小会儿就会无聊，但是！！！这是一部很老的作品了至少在那时可玩性是完全过关的。
      - >-
        Nations At War Digital Core Game | Wargame | War | World War II |
        Military | PvP | Turn-Based | Board Game | Tabletop | Strategy |
        Top-Down | Simulation | Tactical | Hex Grid | Level Editor | Multiplayer
        | Singleplayer | Indie | Early Access | Combat | Turn-Based Combat |
        Indie | Simulation | Strategy | Early Access | Nations At War series is
        a dynamic platoon-level combat computer game based on the award-winning
        board games of the same series name. Nations At War series centered on
        armor, artillery and infantry combat during World War 2.  ‖ 사용자 리뷰: I
        don't usually give reviews with such little play time.  But this
        tactical battles game is a real gem.  One of my best purchases of recent
        times.  ·  The AI is not too smart but that's okay because neither am
        I.  ·  Just like the Tactical series, this is true to the board games. 
        Plays well, UI is easy to learn and use.  Short but good enough
        tutorial.  LNL went more expensive with the DLC's for this series
        compared to Tactical with  ·  Good game but please just give us the
        ability to play BOTH sides. The AI is incredibly inept.  You either need
        to let us play both sides (the game is highly solitaire-friendly) or
        else do some work on scripting the AI mo  ·  Good wargame. Presentation,
        graphics, AI and all the rest very well done. Recommended!  · 
        世人皆道巨兽好，唯有毛线忘不了。                                          ——陈院士    
        以排为棋子单位的游戏。 抽签激活加Roll&Hit机制，但是真的流畅而且爽快。难度不高，机制科学（虽然结果毛线） (//∇//)
        本体22元带两个剧本可以玩来玩去！兄弟们买就对了！ 好评送上(o^^o)
  - source_sentence: >-
      Space Pirates and Zombies | Space | Action | Indie | Sci-fi | Top-Down |
      Strategy | RPG | Zombies | Singleplayer | Procedural Generation | 2D |
      Open World | Pirates | Exploration | Shooter | Sandbox | Addictive | Gore
      | Adventure | Spaceships | Action | Indie | RPG | Strategy | Explore a
      randomly generated Galaxy populated with factions, enemies, missions, and
      items providing you with a unique experience each time you play.  ‖ 사용자
      리뷰: 나름 꿀잼 인 게임 세계관도 충실하고  ·  중반까지는 꽤나 흥미롭고 재미있습니다. 꽤나 다양한 무기와 함선들이 뭔가를 해보고
      싶게 만들고  뛰어난 크루들을 키우는것도 쏠쏠한 재미가 있습니다. 다만 후반부는 정말 지겹기에 그다지 추천드리지 않습니다.    · 
      게임 플레이가 깔끔합니다. 깔끔하다는 말은 컨텐츠가 복잡하지도 않고, 분량도 그다지 많지 않다는 의미보다는... 그동안 우주
      시뮬레이터 게임들을 하면서 심각할 정도로 많은 정보가 필요했던 것에 비해 무척이나 깔끔하다는 의미입니다. 알아보기 쉬운 탑뷰 형식과
      직관적인 2D 그래픽, 간단한 함선 세팅, 명쾌한 평판 시스템 등이 무척이나 즐거웠습니다.   + ㅋㅋ 재밌게 했던 겜이라 해야지
      해야지  ·  I bought this game years ago for $2.00 and I got nearly 1200 hours
      out of it. Best $2 I ever spent.  ·  PEW PEW PEW PEW PEW PEW PEW PEW PEW
      PEW!  ....(Mining)....  PEW PEW PEW PEW PEW PEW PEW PEW PEW PEW PEW PEW
      PEW PEW PEW PEW!!!!!!!!!!!!!!!!!!!!!!!!!!!  ·  I love SPAZ! This is a game
      that I played endlessly for a long time and hand a Ton of fun. You know
      that game where you check on steam and it says you've played 200+ hours
      and you are just like.... holy.... That's this g  ·  Gets repetitive after
      350+ hours :'(  ·  A true thing of beauty... simple, complex, and
      completely elegant in its design. remoinds me of the game flow from
      playstation and the first level of spore... this is what true gaming was
      back then, a thing of true love.  ·  真心好游戏，适合消磨时间。 飞船种类不是太多，这点我不是很满意。  · 
      没找到1的汉化 ，网上全是2的 ，然而2已经有官中了，还有那些说三大妈有汉化的 ，我看了下三大妈这游戏的学习版都是英文的  · 
      玩了2又来玩1，还是好玩到爆炸。汉化自己百度3DM的。就是内容太少，我觉得完全可以继续出DLC么。
    sentences:
      - >-
        New Star™ GP | Racing | Sports | Driving | Arcade | Multiplayer | Local
        Multiplayer | Split Screen | 4 Player Local | PvP | Singleplayer |
        Controller | Retro | 1990's | Stylized | Family Friendly | Automobile
        Sim | Score Attack | Old School | Colorful | Minimalist | Indie | Racing
        | Sports | New Star™ GP is a fast and exciting arcade motorsport game
        with crisp retro visuals. Play career mode and work your way through
        decades of racing while upgrading your car and your support team... or
        chase high scores in championship mode on your own or in split-screen
        with up to three friends!  ‖ 사용자 리뷰: It's already one of my favorite
        racing games of all time. It's EXACTLY what I was looking for! I hope
        the devs make a rally or a GT game after this BANGER! Also, the Hot Lap
        update is superb... at showing me how awful I   ·  This game is
        incredible! The work put into the career mode makes me joyful to
        experience. Racing is fun to do and fun to strategize with, and the
        career itself is so well done. I'm halfway through the 2000's season and
        I  ·  This studio are experts at distilling what makes sport games fun
        into a complete game. New Star GP is no different and it delivers a
        complete arcade racing game that's fun and doesn't overcomplicate the
        gameplay.  ·  Sim features like pit stops, tyre wear and fuel management
        along with team management and a rival system in a career mode spanning
        5 decades of F1 packaged in an accessible fun little retro arcade racer.
        What a gem.  ·  This is a FANTASTIC racing game! Looking forward to
        wheel support. Hoping for online multiplayer, too.  ALSO, hoping they
        might make a rally or GT version of this. It'd be an easy buy.  · 
        somehow this game has better AI than Forza  ·  很好玩，90年代风格画风，比赛还要
        根据天气变化何时进维修站换什么轮胎，加多少油等策略。3dm有中文补丁。  ·  good game just need chinese
      - >-
        Bit Buddy | Casual | Collectathon | Idler | Utilities | Cute |
        Simulation | Hand-drawn | Cartoony | Singleplayer | Desktop Companion |
        Casual | Bit Buddy reacts to your keyboard and mouse activity in real
        time. Collect decorations as you use your computer, customize your
        workspace, explore over 1,000 community-made buddies and decorations
        through Steam Workshop, or create and share your own.  ‖ 사용자 리뷰: [h2]쌀먹이
        안되는 봉고캣[/h2]   스팀 버전 봉고캣의 많은 부분이 비슷한 뷰어 프로그램!  설정, 스킨을 얻는 방식, 보유 스킨들 조합
        시 새로운 스킨 획득, 프리셋, 시간마다 스킨 바꾸기 등등 많은 부분이 유사한 모습을 보여줌   하지만 그래도 저는 이 프로그램에
        높은 점수를 주고 싶은 이유는 봉고캣은 스킨 얻기 번거롭고 입력에 대한 단순한 반응형 키보드 뷰어일뿐이지만 이 프로그램은  · 
        너무 귀여워서 주변 친구들한테도 선물했어요 DLC나 새로운 의상 꾸준히 많이 업뎃됏으면 좋겟어요 오래오래 켜두고 싶어요 
        근데... 타블렛으로 그림 작업 하면서 의상 자동 획득 체크 해두면 필압이 끊겨요 ㅜ_ㅜ 이 부분만 개선되면 좋겠네요 ㅎ_ㅎ 
        ·  봉고캣 대신쓰려고 샀어요  봉고캣은 꾸미려면 파일에 스킨넣고해야하는데 도저히 귀찮아서 못하겠더라구요  그래서 눈에띄길래
        구매해봤는데  캐릭터> 귀여움 종류도 많고 꾸미는재미가있음   근데 게임할때 사용하려는데 똥컴쓰는 분에게는 살~짝 애매할듯 
        게임모드 킬시 아이템 들어온거 알려주는 쇼핑백 못끔..이게좀 너무 거슬림ㅠㅠ  그리고 확실히 게임모드 끄나 키나 렉이 심해짐 
        ·  하루 종일 작업하다 80개 넘게 쌓인 거 풀어버리면 진짜 맛돌이  + 와 도전 과제 끝  (약 303h)  ·  키고 타블렛
        작업하다보면 타블렛이 펜을 인식못함. 이거 고치려고 클튜 설정이랑 윈도우 설정까지 만져봤다가 모든 프로그램을 처음부터 다시 까는
        대형사태가 벌어졌다. 컴퓨터마다 이런 경우가 가끔 있다니까 참고하세요. 전 작업은 하고 살아야하기 때문에 이 프로그램 포기함
        해결방법 있으면 알려주세요  ·  넘나 귀엽습니다.  이제 슬슬 스킨을 전부 모아보고 싶은 욕심이 생기는데, 모자 탭의 좋아요
        옆의 쇼핑백 모양의 특별코드가 뭔지 알수가 없고, 그룹참여 버튼이 무엇인지 알수가 없어서 답답합니다.  스킨 해금을 하기 위해서
        어떤 조건이 필요한지 좀 더 자세하게 적어주셨으면 합니다.  그리고 Salt Fish Studio 스팀 개발자 계정 팔로우 했는데
        해당 모자들 해금 안되고 있는 것...    ·  I absolutely love the idea of this app ;(
        the only thing that's genuinely disappointing for me is that it
        unfortunately doesn't work for me whenever I play other games (mostly
        fullscreen), the critter then just freezes a  ·  very fun and cute to
        see on the side monitor  ·  cute but it needs emotes like real bad.
        there is no way to interact with people in the lobby! give me something
        to spam please edit: also, please add the ability to join the lobby from
        the previous session + lobbies your  ·  I love my little desk buddy :3 
        ·  Absolutely LOVE this its so fun on its own, and also as a big group
        where you can just have everyone together; its got some nice quality of
        life as well. It's mostly issue to use, aside from some of my friends
        having a f  ·  [h1]9/10[/h1]
        *可以的，很萌，是比较简陋的涂鸦风格桌宠。最近喜欢用那个趴桌半死不活猫+皇帝的新衣套装，忙得飞起/精神压力太大又不能在工位尖叫时比起精致的bongocat更喜欢这种简朴潦草半死不活画风的牛马感；猫猫替我尖叫了。（？）。
        *有键盘+鼠标+手柄计数+房间联机，很喜欢。目前用着也还挺稳定不会闪退啥的。（没用过联机不确定稳不稳定） *女性友好相关：个人觉得
        暂时没有踩雷/让人不适的皮肤，可以放心购入，望制作组继续保持  · 
        和bongo毛一样的玩法，优点是：不用累计点击数，而且自动兑换素材而且比猫猫块！点击有特效！缺点是：猫猫免费，它收费；猫猫的素材可以上架买卖，它不能！ 
        ·  在此次2月12日的春节更新中，官方令人惊喜的添加了联机系统，这下在广大玩家眼中与隔壁Bongo
        Cat相比的最大的遗憾之处也填补了。内容全面繁多价格实惠性价比奇高的基础上制作组还在不断更新装饰皮肤和改善增添新系统，我愿拥护它为新的设备反应程序之王，已经好久没购入如此令我心满意足的事物了，万分推荐！
      - >-
        Thumper | Rhythm | Indie | Action | Psychedelic | Great Soundtrack |
        Difficult | Music | VR | Atmospheric | Fast-Paced | Singleplayer |
        Horror | Dark | Arcade | Psychological Horror | Lovecraftian | Racing |
        Dark Fantasy | Fantasy | Controller | Action | Indie | Thumper is rhythm
        violence: classic rhythm-action, blistering speed, and brutal
        physicality. You are a space beetle. Brave the hellish void and confront
        a maniacal giant head from the future.  ‖ 사용자 리뷰: 전속력으로 달리는 리듬게임...비슷한
        것. 비교적 짧지만 어렵고, 죽음의 롤러코스터를 타는 느낌이다. 컨트롤러 강력 추천, 세일할 때 살 것.  ·  beetle 
        update (after finishing the game): [i][b]Existential dread.[/b][/i]  · 
        hehe beetle goes klaklakla brrr skrrrrra klun klun  ·  "I haven't
        blinked in the past hour" type game  ·  Either the best or the worst
        game to get high to.  ·  I find any game that involves a bug protagonist
        somehow always manages to be fun. Not sure the reasoning behind this
        phenomenon. ¯\_(ツ)_/¯  Es el basado SPACE BEETLE.  ·  我是在這款遊戲發佈時才知道的。
        我看了一些視頻，必須得到它。 我是一名音樂家，同時也是一名教練。 我一生中大部分時間都在玩音樂，而這個遊戲讓我大吃一驚。
        每個關卡的某些部分都很流暢，感覺“正確”，而關卡的其他部分似乎不符合節奏/時間特徵（每個關卡數位代表它的時間特徵）。 這讓我很沮喪。
        我覺得開發人員把這些凹槽部分放進去，讓它看起來像一個節奏遊戲，但大多數填充物只是一個不合時宜的混亂。 我錯了。
        你對機制瞭解得越多，對於一個按鈕和一根棍  ·  每次人太飘了需要一点挫折教育的时候就打开这游戏。
        PS:总感觉这游戏内的除菜单界面外所有互动都是在隐喻暴力。  ·  [h2]非常非常非常喜欢这个[/h2] 至今为止我唯一爱得不行的音游  画面
        1000000/10  鼓点 1000000/10  我的技术 1/10
  - source_sentence: >-
      混世萌王喵霸霸 Cute Chaos Demon Nyanbaba | Funny | Casual | Cute | Comedy |
      Female Protagonist | Hand-drawn | Investigation | Point & Click |
      Exploration | Indie | Incremental | Hidden Object | Anime | Creature
      Collector | Minimalist | Psychological Horror | Family Friendly | Puzzle |
      Horror | Logic | Casual | Indie | The super cute villain Nyanbaba is back
      again! This time, meow bully invaded 10 new scenes, found all the strange
      hidden points and cracked the magic of cat ear Nyanbaba! Contains jump out
      shock (cute)! And super cute Chinese dubbing! More scenes, more voice,
      more joy!  ‖ 사용자 리뷰: 냥바바 2탄! 퍼즐은 여전히 어렵다. 귀여운 일러랑 도전과제 줍줍하기 좋아요 :)  ·  we
      love cheap hidden object games  ·  short and sweet, challenging but not so
      challenging it'll take you a year to beat it! i recommend it if you just
      love hidden item games but don't want the commitment of one with hundreds
      of levels.  ·  Another good Nyanbaba game! This one is easier, but the
      artworks are interesting and look great. For those who don’t know,
      Nyanbaba is a hidden-object puzzle game that is different by one
      characteristic: you have to find  ·  very cute!! and fun! :))  ·  i love
      this whole series lol  ·  可爱滴捏 く__,.ヘヽ.　　　　/　,ー､ 〉 　　　　　＼ ', !-─‐-i　/　/´
      　　　 　 ／｀ｰ'　　　 L/／｀ヽ､ 　　 　 /　 ／,　 /|　 ,　 ,　　　 ', 　　　ｲ 　/ /-‐/　ｉ　L_ ﾊ ヽ!　 i
      　　　 ﾚ ﾍ 7ｲ｀ﾄ　 ﾚ'ｧ-ﾄ､!ハ|　 | 　　　　 !,/7 '0'　　 ´0iソ| 　 |　　　 　　　　 |.从"　　_　　
      ,,,, / |./ 　 | 　　　　 ﾚ'| i＞.､  · 
      黑妖的喵霸霸系列找茬游戏最新作，玩家将在10个不同的场景中各自寻找10处氛围不同的可疑区域，破除猫娘的幻术。如果在限定时间内没能成功，将会收获可爱主角的Q萌冲击。和前作一样，秘籍6与7可以分别提前解锁二周目迷雾和增加至20处隐藏点。找茬途中和触发通关或败北时均有配音，想要全成就也必须历经全部关卡通关、二周目通关以及败北。喜欢前作的玩家不要错过！ 
      [quote] [b][u] ❀书以一家之言🌸而荐一人之好❀ [/u][/b]  ❀欢迎→  ·  依旧是60分钟局，不多不少刚刚好
      依旧是这么萌的画风和配音 为可爱干杯！ 期待下一作
    sentences:
      - >-
        Curse of the Dead Gods | Action Roguelike | Isometric | Dark Fantasy |
        Roguelite | Difficult | Action | Roguelike | Souls-like | Fighting |
        Dungeon Crawler | Adventure | Singleplayer | Indie | Exploration |
        Real-Time | Great Soundtrack | 3D | Cartoony | Fantasy | Horror | Action
        | Adventure | You seek untold riches, eternal life, divine powers - it
        leads to this accursed temple, a seemingly-infinite labyrinth of
        bottomless pits, deadly traps, and monsters.  ‖ 사용자 리뷰: 타격감 좋고 재미는 있는데
        난이도 조절을 어거지로 병신같이 해서 불쾌하게 어려움  ·  하데스의 빠릿빠릿한 액션을 기대했으면 실망함 대신 묵직한 한방과 패링
        손맛은 일품 빛과 어둠을 활용한 시스템은 참신함 근데 뭐만하면 꺼져버리는 횃불 때문에 불편하고 내내 캄캄한 화면에서 전투해야
        하는건 답답함 어렵고 성취감 있는 게임을 즐겨한다면 괜찮은 선택임  ·  이,,오,락,,,아주,,,진국,입,니다,,!
        저,,같이,,나이,,많은,,오,락즐기미두,,,무난허게,,,잘,,할,수,,있구,,, 
        패-링,과,회피의,,조화,,,활력의,안배,를,,잘,,생각하며,,전략적인,,오락을,하다,보니,,,   
        저두,모르게,,,제갈량이,,되고,,있었읍니다,,,,~~!!~!~!!엄지,,,,척,,,~!~!~!~!!  ·  반복 플레이를 너무
        많이 요구함, 하지만 패링이랑 회피가 즐겁다면 견딜만함  ·  게임은 어렵고 재미있다.  재미가 없다는 사람은 포기하고 도망가서
        그런거다.    ·  할인 할때 구입하면 싼마이한 값에 즐기기 괜찮음  ·  in an alternate universe this
        game would have gotten as many accolades as Hades (in terms of its
        gameplay loop)  ·  Is there anything to explore? not really  Does it
        have a story? barely    If fast paced hard combat is your thing, this
        game is right for you. There is enough variety in terms of enemies and
        bosses. You will fight only a  ·  I like the combat better than Hades -
        there I said it.  The parry system is a nice twist and combat is
        meatier.  Also more weapons and effects than Hades.  Hades is better in
        terms of environment, storytelling, art style  ·  The best combat system
        in the genre. The game needs a sequel.  ·  Great game. Enjoyable
        difficulty ramp. Parries are satisfactory. Good Art. Maybe more
        unlockables would be great, other than that, 9/10  · 
        更新：收回我之前的评测，作为一个打折后20元以下的游戏来说，它的性价比是极高的。各种打击感和UI的手感都是一流，画面也很有质感。其实还是有很高的可玩性的。 
        但是与此同时，怪物设计、流程设计的恶心也是极具代表性的，频繁一打多、霸体、弹反、无敌、招小怪……这些游戏战斗中典型的恶心设计在游戏中比比皆是，时刻考验你的耐心 
        ---  食之无味，弃之可惜。  如果说《哈迪斯》给人带来的是一场绝妙的艺术体验，让人沉浸于北欧神话的氛围之中。而《空洞  · 
        这个制作组总是能做出一款很不错的恶心游戏······这是怎么做到的？  · 
        这款游戏在“动作性”上是拔群的，一只手数的过来的肉鸽在动作性好的那种拔群  不玩可惜。
      - >-
        12 Labours of Hercules III: Girl Power | Casual | Strategy | Time
        Management | Singleplayer | Mythology | Puzzle | Resource Management |
        Female Protagonist | Family Friendly | Adventure | Mouse Only | 2D |
        Superhero | Indie | Casual | Strategy | Help Megara free the hero and
        then accompany him in all of his adventures, including the forest of the
        Amazons and Mount Olympus in 12 Labours of Hercules III: Girl Power!  ‖
        사용자 리뷰: 시리즈 3편입니다. 옛날 게임을 지금 환경에서 돌려서인지 인트로가 검게 변하는 문제가 있습니다. 검은 화면에서 조금
        기다리면 메인 화면이 뜨고, 게임 도중에는 문제가 없었습니다. 2편도 같은 현상이 있습니다.  도전 과제 달성은 쉽습니다. 개발자
        기록 깨는 것도 설명과 달리 5회만 하면 끝입니다. 이후 작보다 커트라인도 관대합니다. 도둑 막기는 3.8에서 깰 수 있습니다. 
        ·  별 기대 안했는데 꽤 중독성이 있다. 하지만 스팀 게임이라기 보단 모바일 겜에 가까운지라 그렇게 추천하진 않음 
        시간때우기용으론 좋다  ·  개인 리뷰용  5.0/10  시간떄우기용 그이상도 이하도 아니다 자원관리겜이며 할게임이 없을때
        의무감에 하는느낌. 엔딩은 봤으나  관련 게임을 다시 할 의사는 없다.  ·  이 시리즈는 꾸준히 인기가 있는 게임입니다. 플레이
        타임은 짧습니다. 약간 타이쿤 형식이라서 빠르게 마우스클릭질 해야 합니다. 어렵지 않습니다. 멍때리면서 딸랑거리는 종소리에 맞춰서
        움직여주시면 됩니다.  세일하면 구매하세요. 가볍게 하실수 있는 스트레스 없는 게임입니다.  도전과제 100% 달성할려고 생각하는
        순간 스트레스 쌓입니다.   ·  The franchise has lost none of its charm with third
        installment 'Girl Power'. Very simlar to the previous 2 games but with a
        little extra added in, if your looking for just a casual game to pass
        the time before you have   ·  Great casual time-management game, just
        like the previous 2 games in these series. And nevermind the bad reviews
        from stupid people who buy random games just to complain that they're
        not getting another AAA Dota 2-style   ·  This is by far the easiest
        game in the series. The illustrations are well done and I never came
        across any issues playing. However, I wish the levels were more of a
        challenge. Still, I paid a little over a dollar for it.  ·  Another good
        game in this series.  Click festathon for the simpler levels, but you
        need quick reflexes and strategies to get the gold in the expert levels
        or to beat the dev times.  No need to mention the story it's very  · 
        this version is as fun as the first 2, I own all three now  · 
        通关撒花，大力神的十二考验III：女子力，看标题似乎是准备出到12，目前steam上已经发行了6作。游戏不支持简体中文，但是也不影响玩，根据提示点击鼠标即可。 
        类似于农场模拟的游戏，基本生活资源分为金钱、木材和食物。可以扩建各种矿场、农场、工厂，出产上述几种生活资源。基本玩法就是搭配已有的生活资源，最终达到游戏目标，但是无脑点点点有些时候也是可以的，试玩家选择的游戏难度而定。 
        游戏共4章，每章10关，无脑点点点挺放松的，收获资源的时  ·  只适合买来加一，玩就免了  优点： 1音乐很棒            2
        画面还算精美  缺点：1 整个游戏过程很无聊，不需要动脑，只需要你点点点           2 
        获取东西时的dingdingding音效听多了会觉得很烦  也许这个游戏是给学龄前儿童准备的， 真的不值得你去花几个小时玩。 打折时买来加一就好
        以上    ·  系列游戏的第三作 依旧是原来的游戏玩法，同样的剧情背景 只不过主角从hercules变成了他的妻子
        [spoiler]男女搭配干活不累^>^[/spoiler] 关卡共有40个普通关+4个隐藏关+1最终奖励关， 
        唯一遗憾的是，后期关卡故事只剩下简单的建造路标而已，不如前期的关卡故事丰富
      - >-
        Mosaique Neko Waifus 3 | Hentai | Puzzle | RPG | Cute | Visual Novel |
        Interactive Fiction | Collectathon | Dating Sim | Anime | Romance | 2D |
        Colorful | Hand-drawn | Casual | LGBTQ+ | Choices Matter | Inventory
        Management | Nudity | Sexual Content | CRPG | Casual | RPG | Anime girl
        puzzle - RPG - micro visual novel. 4 Cute neko girls want to know all
        about you. Puzzles, RPG, Collectible items that boost your skills!  ‖
        사용자 리뷰: [h1]최고의 가성비로 Live2D꼴림가득 꼭띠와 뷰지를 볼수있다[/h1] [table]    
        [tr]         [th]가성비[/th]         [th]10점[/th]     [/tr]    
        [tr]         [td]뷰지[/td]         [td]O[/td]     [/tr]     [tr]        
        [td]꼭띠[/td]         [td]O[/td]      ·  R18 무료 DLC를 같이 다운받고 하자. 일단 전작보다
        그림체가 좋아진 느낌이다. 전작처럼 다양한 스킬같은게있는데 이펙트는 화려하지만 정도가 너무 지나쳐 눈이 아플정도이다. 하지만
        가격도 저렴하기때문에 추천한다.  ·  세일 : -80% ₩ 680  트레이딩 카드 농사용 게임.  ·  최초이차 최후로 남녀합일
        운우지정을 묘사한 게임으로 시리즈 최고 명작이 아닐까 한다.  4편이랑 5편도 나쁜 건 아니지만 어차피 게임 플레이는 그게
        그거인데 남녀합일은 기대도 안 했지만 2까지 넣어주던 여성끼리 우정을 다지는 장면도 4부턴 없어져서 네코 3이 제일 고점이 아닌가
        싶다.  솔직히 1,2 대비 그 외 인게임이 크게 달라진 건 없는데 편의성이 많이 좋아졌다.  다만 단점이 있다면   ·  게임
        너무 잘 만든듯  재밌게 플레이 했어요 감사합니다 ~!  ·  - 졸업 - (100%)  게임 정복 쉬움 치트키 안쓰고 했음 
        ·  𝙈𝙤𝙨𝙖𝙞𝙦𝙪𝙚 𝙉𝙚𝙠𝙤 𝙒𝙖𝙞𝙛𝙪𝙨 𝙖𝙧𝙚 𝙩𝙝𝙚 𝙗𝙚𝙨𝙩
        𝙩𝙞𝙢𝙚𝙨 𝟯~  ·  ⣿⣿⣿⣿⣿⣿⣿⡇⡌⡰⢃⡿⡡⠟⣠⢹⡏⣦⢸⣿⣿⣿⣿⣿⣿ ⣿⣿⣿⣿⣿⣿⡿⢰⠋⡿⢋⣐⡈⣽⠟⢀⢻⢸⡂⣿⣿⣿⣿⣿⣿
        ⣿⣿⣿⣿⣿⣋⠴⢋⡘⢰⣄⣀⣅⣡⠌⠛⠆⣿⡄⣿⣿⣿⣿⣿⣿ ⣿⣿⣿⣿⣿⣿⣶⣁⣐⠄⠹⣟⠯⢿⣷⠾⠁⠥⠃⣹⣿⣿⣿⣿⣿
        ⣿⣿⣿⣿⠟⠋⡍⢴⣶⣶⣶⣤⣭⡐⢶⣾⣿⣶⡆⢨⠛⠻⣿⣿⣿ ⣿⣿⣿⢏⣘⣚⣣⣾⣿⣿⣿⣿⣿⣿⢈⣿⣿⣿⣧⣘⠶⢂⠹⣿⣿
        ⣿⣿⠃⣾⣿⣿⣿⣿⣿⣿⡿⠿⠿⠿⡀⢿⣿⣿⣿⣿⣿⣿⡇⣿⣿ ⣿⣿⡄⣿⣿⣿⣿⣿⣿⡯⠄⠄⠾⠿⠿⢦⣝⠻⣿⣿⣿⣿⠇⣿⣿ ⣿⣿⣷⣜⠿⢿⣿⡿⠟⣴⣾⣿  · 
        This picture below is more hard to make than this game 
        ⣿⣿⡻⠿⣳⠸⢿⡇⢇⣿⡧⢹⠿⣿⣿⣿⣿⣾⣿⡇⣿⣿⣿⣿⡿⡐⣯⠁ ⠄⠄ ⠟⣛⣽⡳⠼⠄⠈⣷⡾⣥⣱⠃⠣⣿⣿⣿⣯⣭⠽⡇⣿⣿⣿⣿⣟⢢⠏⠄ ⠄
        ⢠⡿⠶⣮⣝⣿⠄⠄⠈⡥⢭⣥⠅⢌⣽⣿⣻⢶⣭⡿⠿⠜⢿⣿⣿⡿⠁⠄⠄ ⠄⣼⣧⠤⢌⣭⡇⠄⠄⠄⠭⠭⠭⠯⠴⣚⣉⣛⡢⠭⠵⢶⣾⣦⡍⠁⠄⠄⠄⠄
        ⠄⣿⣷⣯⣭⡷⠄⠄⢀⣀⠩⠍⢉⣛⣛⠫⢏⣈⣭⣥⣶⣶⣦⣭⣛⠄⠄⠄⠄⠄ ⢀⣿⣿⣿⡿⠃⢀⣴⣿  ·  nooo onii-saaan~
        ⣿⣿⣷⡁⢆⠈⠕⢕⢂⢕⢂⢕⢂⢔⢂⢕⢄⠂⣂⠂⠆⢂⢕⢂⢕⢂⢕⢂⢕⢂ ⣿⣿⣿⡷⠊⡢⡹⣦⡑⢂⢕⢂⢕⢂⢕⢂⠕⠔⠌⠝⠛⠶⠶⢶⣦⣄⢂⢕⢂⢕
        ⣿⣿⠏⣠⣾⣦⡐⢌⢿⣷⣦⣅⡑⠕⠡⠐⢿⠿⣛⠟⠛⠛⠛⠛⠡⢷⡈⢂⢕⢂ ⠟⣡⣾⣿⣿⣿⣿⣦⣑⠝⢿⣿⣿⣿⣿⣿⡵⢁⣤⣶⣶⣿⢿⢿⢿⡟⢻⣤⢑⢂
        ⣾⣿⣿⡿⢟⣛⣻⣿⣿⣿⣦⣬⣙⣻⣿⣿⣷⣿⣿⢟⢝⢕⢕⢕⢕⢽⣿⣿⣷⣔ ⣿⣿⠵⠚⠉⢀⣀⣀⣈⣿⣿⣿⣿⣿⣿⣿⣿⣿⣗⢕⢕⢕⢕⢕⢕⣽⣿⣿⣿⣿
        ⢷⣂⣠⣴⣾⡿⡿⡻⡻⣿⣿⣴⣿⣿⣿⣿⣿  ·  [b]I play for touching story and immersive
        gameplay. You play for bobas. We are not the same.[/b]
        ⣼⣿⣿⢿⡻⢝⠙⠊⠋⠉⠉⠈⠊⠝⣿⡻⠫⠫⠊⠑⠉⠉⠑⠫⢕⡫⣕⡁⠁ ⣼⡻⠕⠅⠁⣀⣤⣤⣄⣀⠈⠄⠁⠄⠁⣿⡮⠄⠁⠄⠄⡠⠶⠶⠦⡀⠈⣽⡢
        ⣿⣧⠄⠁⠄⠔⠒⠭⠭⠥⠥⠓⠄⢀⣴⣿⣿⡄⠁⠠⣤⠉⠉⣭⠝⠈⢐⣽⣕ ⣿⣷⡢⢄⡰⡢⡙⠄⠠⠛⠁⢀⢔⣵⣿⣿⣿⣿⣧⣄⡈⠁⠈⠁⠉⡹⣽⣿⣷ ⣿⣿  · 
        要是看的每一条缩牛子评论都显灵的话，老子牛子都快缩到脑子下面了。你发这个就是信这个是吧，点赞这条评论，每个发缩牛子评论的牛子缩短1cm，点赞的身体健康，你的牛子已经很完美了，不需要其他外力，请爱护它。 
        · 
        今天是牛子节，点赞这段话，牛子精灵就会在你睡着的时候偷偷给你的牛子加长1cm，但是如果你看到了这段话不点赞的话，你的牛子就会缩短1cm   
        __..,,__　　　,.｡='`1 　　　　 .,,..;~`''''　　　　`''''＜``彡　} 　 _...:=,`'　　 　︵　
        т　︵　　X彡-J ＜`　彡 /　　ミ　　,_人_.　＊彡　`~ 　 `~=::　　　 　　　　　　 　　　Y 　　
        　i.　　　　　　　　　　　　 .: 　  ·  传递爱心: steam://install/1389910
pipeline_tag: sentence-similarity
library_name: sentence-transformers

SentenceTransformer based on sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2

This is a sentence-transformers model finetuned from sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2 on the parquet dataset. It maps sentences & paragraphs to a 384-dimensional dense vector space and can be used for retrieval.

Model Details

Model Description

Model Sources

Full Model Architecture 

SentenceTransformer(
  (0): Transformer({'transformer_task': 'feature-extraction', 'modality_config': {'text': {'method': 'forward', 'method_output_name': 'last_hidden_state'}}, 'module_output_name': 'token_embeddings', 'architecture': 'BertModel'})
  (1): Pooling({'embedding_dimension': 384, 'pooling_mode': 'mean', 'include_prompt': True})
)

Usage

Direct Usage (Sentence Transformers)

First install the Sentence Transformers library:

pip install -U sentence-transformers

Then you can load this model and run inference.

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("sentence_transformers_model_id")
# Run inference
sentences = [
    '混世萌王喵霸霸 Cute Chaos Demon Nyanbaba | Funny | Casual | Cute | Comedy | Female Protagonist | Hand-drawn | Investigation | Point & Click | Exploration | Indie | Incremental | Hidden Object | Anime | Creature Collector | Minimalist | Psychological Horror | Family Friendly | Puzzle | Horror | Logic | Casual | Indie | The super cute villain Nyanbaba is back again! This time, meow bully invaded 10 new scenes, found all the strange hidden points and cracked the magic of cat ear Nyanbaba! Contains jump out shock (cute)! And super cute Chinese dubbing! More scenes, more voice, more joy!  ‖ 사용자 리뷰: 냥바바 2탄! 퍼즐은 여전히 어렵다. 귀여운 일러랑 도전과제 줍줍하기 좋아요 :)  ·  we love cheap hidden object games  ·  short and sweet, challenging but not so challenging it\'ll take you a year to beat it! i recommend it if you just love hidden item games but don\'t want the commitment of one with hundreds of levels.  ·  Another good Nyanbaba game! This one is easier, but the artworks are interesting and look great. For those who don’t know, Nyanbaba is a hidden-object puzzle game that is different by one characteristic: you have to find  ·  very cute!! and fun! :))  ·  i love this whole series lol  ·  可爱滴捏 く__,.ヘヽ.\u3000\u3000\u3000\u3000/\u3000,ー､ 〉 \u3000\u3000\u3000\u3000\u3000＼ \', !-─‐-i\u3000/\u3000/´ \u3000\u3000\u3000 \u3000 ／｀ｰ\'\u3000\u3000\u3000 L/／｀ヽ､ \u3000\u3000 \u3000 /\u3000 ／,\u3000 /|\u3000 ,\u3000 ,\u3000\u3000\u3000 \', \u3000\u3000\u3000ｲ \u3000/ /-‐/\u3000ｉ\u3000L_ ﾊ ヽ!\u3000 i \u3000\u3000\u3000 ﾚ ﾍ 7ｲ｀ﾄ\u3000 ﾚ\'ｧ-ﾄ､!ハ|\u3000 | \u3000\u3000\u3000\u3000 !,/7 \'0\'\u3000\u3000 ´0iソ| \u3000 |\u3000\u3000\u3000 \u3000\u3000\u3000\u3000 |.从"\u3000\u3000_\u3000\u3000 ,,,, / |./ \u3000 | \u3000\u3000\u3000\u3000 ﾚ\'| i＞.､  ·  黑妖的喵霸霸系列找茬游戏最新作，玩家将在10个不同的场景中各自寻找10处氛围不同的可疑区域，破除猫娘的幻术。如果在限定时间内没能成功，将会收获可爱主角的Q萌冲击。和前作一样，秘籍6与7可以分别提前解锁二周目迷雾和增加至20处隐藏点。找茬途中和触发通关或败北时均有配音，想要全成就也必须历经全部关卡通关、二周目通关以及败北。喜欢前作的玩家不要错过！  [quote] [b][u] ❀书以一家之言🌸而荐一人之好❀ [/u][/b]  ❀欢迎→  ·  依旧是60分钟局，不多不少刚刚好 依旧是这么萌的画风和配音 为可爱干杯！ 期待下一作',
    "Mosaique Neko Waifus 3 | Hentai | Puzzle | RPG | Cute | Visual Novel | Interactive Fiction | Collectathon | Dating Sim | Anime | Romance | 2D | Colorful | Hand-drawn | Casual | LGBTQ+ | Choices Matter | Inventory Management | Nudity | Sexual Content | CRPG | Casual | RPG | Anime girl puzzle - RPG - micro visual novel. 4 Cute neko girls want to know all about you. Puzzles, RPG, Collectible items that boost your skills!  ‖ 사용자 리뷰: [h1]최고의 가성비로 Live2D꼴림가득 꼭띠와 뷰지를 볼수있다[/h1] [table]     [tr]         [th]가성비[/th]         [th]10점[/th]     [/tr]     [tr]         [td]뷰지[/td]         [td]O[/td]     [/tr]     [tr]         [td]꼭띠[/td]         [td]O[/td]      ·  R18 무료 DLC를 같이 다운받고 하자. 일단 전작보다 그림체가 좋아진 느낌이다. 전작처럼 다양한 스킬같은게있는데 이펙트는 화려하지만 정도가 너무 지나쳐 눈이 아플정도이다. 하지만 가격도 저렴하기때문에 추천한다.  ·  세일 : -80% ₩ 680  트레이딩 카드 농사용 게임.  ·  최초이차 최후로 남녀합일 운우지정을 묘사한 게임으로 시리즈 최고 명작이 아닐까 한다.  4편이랑 5편도 나쁜 건 아니지만 어차피 게임 플레이는 그게 그거인데 남녀합일은 기대도 안 했지만 2까지 넣어주던 여성끼리 우정을 다지는 장면도 4부턴 없어져서 네코 3이 제일 고점이 아닌가 싶다.  솔직히 1,2 대비 그 외 인게임이 크게 달라진 건 없는데 편의성이 많이 좋아졌다.  다만 단점이 있다면   ·  게임 너무 잘 만든듯  재밌게 플레이 했어요 감사합니다 ~!  ·  - 졸업 - (100%)  게임 정복 쉬움 치트키 안쓰고 했음  ·  𝙈𝙤𝙨𝙖𝙞𝙦𝙪𝙚 𝙉𝙚𝙠𝙤 𝙒𝙖𝙞𝙛𝙪𝙨 𝙖𝙧𝙚 𝙩𝙝𝙚 𝙗𝙚𝙨𝙩 𝙩𝙞𝙢𝙚𝙨 𝟯~  ·  ⣿⣿⣿⣿⣿⣿⣿⡇⡌⡰⢃⡿⡡⠟⣠⢹⡏⣦⢸⣿⣿⣿⣿⣿⣿ ⣿⣿⣿⣿⣿⣿⡿⢰⠋⡿⢋⣐⡈⣽⠟⢀⢻⢸⡂⣿⣿⣿⣿⣿⣿ ⣿⣿⣿⣿⣿⣋⠴⢋⡘⢰⣄⣀⣅⣡⠌⠛⠆⣿⡄⣿⣿⣿⣿⣿⣿ ⣿⣿⣿⣿⣿⣿⣶⣁⣐⠄⠹⣟⠯⢿⣷⠾⠁⠥⠃⣹⣿⣿⣿⣿⣿ ⣿⣿⣿⣿⠟⠋⡍⢴⣶⣶⣶⣤⣭⡐⢶⣾⣿⣶⡆⢨⠛⠻⣿⣿⣿ ⣿⣿⣿⢏⣘⣚⣣⣾⣿⣿⣿⣿⣿⣿⢈⣿⣿⣿⣧⣘⠶⢂⠹⣿⣿ ⣿⣿⠃⣾⣿⣿⣿⣿⣿⣿⡿⠿⠿⠿⡀⢿⣿⣿⣿⣿⣿⣿⡇⣿⣿ ⣿⣿⡄⣿⣿⣿⣿⣿⣿⡯⠄⠄⠾⠿⠿⢦⣝⠻⣿⣿⣿⣿⠇⣿⣿ ⣿⣿⣷⣜⠿⢿⣿⡿⠟⣴⣾⣿  ·  This picture below is more hard to make than this game  ⣿⣿⡻⠿⣳⠸⢿⡇⢇⣿⡧⢹⠿⣿⣿⣿⣿⣾⣿⡇⣿⣿⣿⣿⡿⡐⣯⠁ ⠄⠄ ⠟⣛⣽⡳⠼⠄⠈⣷⡾⣥⣱⠃⠣⣿⣿⣿⣯⣭⠽⡇⣿⣿⣿⣿⣟⢢⠏⠄ ⠄ ⢠⡿⠶⣮⣝⣿⠄⠄⠈⡥⢭⣥⠅⢌⣽⣿⣻⢶⣭⡿⠿⠜⢿⣿⣿⡿⠁⠄⠄ ⠄⣼⣧⠤⢌⣭⡇⠄⠄⠄⠭⠭⠭⠯⠴⣚⣉⣛⡢⠭⠵⢶⣾⣦⡍⠁⠄⠄⠄⠄ ⠄⣿⣷⣯⣭⡷⠄⠄⢀⣀⠩⠍⢉⣛⣛⠫⢏⣈⣭⣥⣶⣶⣦⣭⣛⠄⠄⠄⠄⠄ ⢀⣿⣿⣿⡿⠃⢀⣴⣿  ·  nooo onii-saaan~ ⣿⣿⣷⡁⢆⠈⠕⢕⢂⢕⢂⢕⢂⢔⢂⢕⢄⠂⣂⠂⠆⢂⢕⢂⢕⢂⢕⢂⢕⢂ ⣿⣿⣿⡷⠊⡢⡹⣦⡑⢂⢕⢂⢕⢂⢕⢂⠕⠔⠌⠝⠛⠶⠶⢶⣦⣄⢂⢕⢂⢕ ⣿⣿⠏⣠⣾⣦⡐⢌⢿⣷⣦⣅⡑⠕⠡⠐⢿⠿⣛⠟⠛⠛⠛⠛⠡⢷⡈⢂⢕⢂ ⠟⣡⣾⣿⣿⣿⣿⣦⣑⠝⢿⣿⣿⣿⣿⣿⡵⢁⣤⣶⣶⣿⢿⢿⢿⡟⢻⣤⢑⢂ ⣾⣿⣿⡿⢟⣛⣻⣿⣿⣿⣦⣬⣙⣻⣿⣿⣷⣿⣿⢟⢝⢕⢕⢕⢕⢽⣿⣿⣷⣔ ⣿⣿⠵⠚⠉⢀⣀⣀⣈⣿⣿⣿⣿⣿⣿⣿⣿⣿⣗⢕⢕⢕⢕⢕⢕⣽⣿⣿⣿⣿ ⢷⣂⣠⣴⣾⡿⡿⡻⡻⣿⣿⣴⣿⣿⣿⣿⣿  ·  [b]I play for touching story and immersive gameplay. You play for bobas. We are not the same.[/b] ⣼⣿⣿⢿⡻⢝⠙⠊⠋⠉⠉⠈⠊⠝⣿⡻⠫⠫⠊⠑⠉⠉⠑⠫⢕⡫⣕⡁⠁ ⣼⡻⠕⠅⠁⣀⣤⣤⣄⣀⠈⠄⠁⠄⠁⣿⡮⠄⠁⠄⠄⡠⠶⠶⠦⡀⠈⣽⡢ ⣿⣧⠄⠁⠄⠔⠒⠭⠭⠥⠥⠓⠄⢀⣴⣿⣿⡄⠁⠠⣤⠉⠉⣭⠝⠈⢐⣽⣕ ⣿⣷⡢⢄⡰⡢⡙⠄⠠⠛⠁⢀⢔⣵⣿⣿⣿⣿⣧⣄⡈⠁⠈⠁⠉⡹⣽⣿⣷ ⣿⣿  ·  要是看的每一条缩牛子评论都显灵的话，老子牛子都快缩到脑子下面了。你发这个就是信这个是吧，点赞这条评论，每个发缩牛子评论的牛子缩短1cm，点赞的身体健康，你的牛子已经很完美了，不需要其他外力，请爱护它。  ·  今天是牛子节，点赞这段话，牛子精灵就会在你睡着的时候偷偷给你的牛子加长1cm，但是如果你看到了这段话不点赞的话，你的牛子就会缩短1cm    __..,,__\u3000\u3000\u3000,.｡='`1 \u3000\u3000\u3000\u3000 .,,..;~`''''\u3000\u3000\u3000\u3000`''''＜``彡\u3000} \u3000 _...:=,`'\u3000\u3000 \u3000︵\u3000 т\u3000︵\u3000\u3000X彡-J ＜`\u3000彡 /\u3000\u3000ミ\u3000\u3000,_人_.\u3000＊彡\u3000`~ \u3000 `~=::\u3000\u3000\u3000 \u3000\u3000\u3000\u3000\u3000\u3000 \u3000\u3000\u3000Y \u3000\u3000 \u3000i.\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000 .: \u3000  ·  传递爱心: steam://install/1389910",
    'Curse of the Dead Gods | Action Roguelike | Isometric | Dark Fantasy | Roguelite | Difficult | Action | Roguelike | Souls-like | Fighting | Dungeon Crawler | Adventure | Singleplayer | Indie | Exploration | Real-Time | Great Soundtrack | 3D | Cartoony | Fantasy | Horror | Action | Adventure | You seek untold riches, eternal life, divine powers - it leads to this accursed temple, a seemingly-infinite labyrinth of bottomless pits, deadly traps, and monsters.  ‖ 사용자 리뷰: 타격감 좋고 재미는 있는데 난이도 조절을 어거지로 병신같이 해서 불쾌하게 어려움  ·  하데스의 빠릿빠릿한 액션을 기대했으면 실망함 대신 묵직한 한방과 패링 손맛은 일품 빛과 어둠을 활용한 시스템은 참신함 근데 뭐만하면 꺼져버리는 횃불 때문에 불편하고 내내 캄캄한 화면에서 전투해야 하는건 답답함 어렵고 성취감 있는 게임을 즐겨한다면 괜찮은 선택임  ·  이,,오,락,,,아주,,,진국,입,니다,,! 저,,같이,,나이,,많은,,오,락즐기미두,,,무난허게,,,잘,,할,수,,있구,,,  패-링,과,회피의,,조화,,,활력의,안배,를,,잘,,생각하며,,전략적인,,오락을,하다,보니,,,    저두,모르게,,,제갈량이,,되고,,있었읍니다,,,,~~!!~!~!!엄지,,,,척,,,~!~!~!~!!  ·  반복 플레이를 너무 많이 요구함, 하지만 패링이랑 회피가 즐겁다면 견딜만함  ·  게임은 어렵고 재미있다.  재미가 없다는 사람은 포기하고 도망가서 그런거다.    ·  할인 할때 구입하면 싼마이한 값에 즐기기 괜찮음  ·  in an alternate universe this game would have gotten as many accolades as Hades (in terms of its gameplay loop)  ·  Is there anything to explore? not really  Does it have a story? barely    If fast paced hard combat is your thing, this game is right for you. There is enough variety in terms of enemies and bosses. You will fight only a  ·  I like the combat better than Hades - there I said it.  The parry system is a nice twist and combat is meatier.  Also more weapons and effects than Hades.  Hades is better in terms of environment, storytelling, art style  ·  The best combat system in the genre. The game needs a sequel.  ·  Great game. Enjoyable difficulty ramp. Parries are satisfactory. Good Art. Maybe more unlockables would be great, other than that, 9/10  ·  更新：收回我之前的评测，作为一个打折后20元以下的游戏来说，它的性价比是极高的。各种打击感和UI的手感都是一流，画面也很有质感。其实还是有很高的可玩性的。  但是与此同时，怪物设计、流程设计的恶心也是极具代表性的，频繁一打多、霸体、弹反、无敌、招小怪……这些游戏战斗中典型的恶心设计在游戏中比比皆是，时刻考验你的耐心  ---  食之无味，弃之可惜。  如果说《哈迪斯》给人带来的是一场绝妙的艺术体验，让人沉浸于北欧神话的氛围之中。而《空洞  ·  这个制作组总是能做出一款很不错的恶心游戏······这是怎么做到的？  ·  这款游戏在“动作性”上是拔群的，一只手数的过来的肉鸽在动作性好的那种拔群  不玩可惜。',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 384]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities)
# tensor([[1.0000, 0.7986, 0.6517],
#         [0.7986, 1.0000, 0.5981],
#         [0.6517, 0.5981, 1.0000]])

Training Details

Training Dataset

parquet

  • Dataset: parquet
  • Size: 1,500,000 training samples
  • Columns: anchor and positive
  • Approximate statistics based on the first 100 samples:
    anchor positive
    type string string
    modality text text
    details
    • min: 192 tokens
    • mean: 192.0 tokens
    • max: 192 tokens
    • min: 192 tokens
    • mean: 192.0 tokens
    • max: 192 tokens
  • Samples:
    anchor positive
    Thief Simulator | Simulation | Stealth | Singleplayer | Crime | First-Person | Co-op | Open World | Adventure | Heist | Action | Indie | Sandbox | Funny | FPS | Realistic | Silent Protagonist | Exploration | RPG | Atmospheric | Immersive Sim | Action | Adventure | Indie | Simulation | Become the best thief. Gather intel, steal things and sell them to buy hi-tech equipment. Do everything that a real thief does. ‖ 사용자 리뷰: 자동차정비 시뮬레이터 생각보다 알차고, 생각보다 부실하다. 할인할때 사면 좋을듯. · 가볍게 즐길만한 감초같은 시뮬레이터 게임 · 할인해서 샀는데 진짜 재미있게 했다. 👍 · 히히 밤에하니 더 꿀잼! 늦잠자겠어요ㅠ 어앉전 해야겠네 · 어 일딴 장점 돈이 잘 벌림 단점 일일이 차 분리 귀찮 노가다!!!!! · 차 분해하는거 시간소요가 꽤 걸리는것 빼고는 전 이 게임 추천합니다. 중독있네요 ㅎㅎ · nice game but when uncle played it robber stole car and crashed and he got caught by police very sad peace 10/10 · Surprisingly Addictive! It's not a Triple-A game, but breaking into houses and stealing toasters is surprisingly fun. The physics can be janky at times, but the progression keeps you hooked. Perfect for when you want to ... A Way Out | Online Co-Op | Co-op | Split Screen | Story Rich | Local Co-Op | Multiplayer | Action-Adventure | Action | Adventure | Crime | Third Person | Emotional | Dialogue Heavy | Atmospheric | Nudity | Cinematic | Sexual Content | Singleplayer | Violent | Indie | Action | Adventure | Indie | A Way Out is an exclusively co-op adventure where you play the role of one of two prisoners making their daring escape from prison. ‖ 사용자 리뷰: 친구와 둘이 즐길 수 있는 협동 스토리 게임 서로 다른 두 캐릭터가 같은 목표를 갖고 감옥에서 탈출하는 게임인데 차를 타고 다리를 건너갈지, 다리 밑으로 걸어갈지 같은 여러가지 선택지로 플레이 동선이 달라진다 스토리나 캐릭터 상호작용을 보는 맛으로 즐기는 게임이고 초반 탈출 계획을 실행할 때까지 살짝 루즈한 경향이 있다 한국어 지원이 안돼서 싫어하는 사람도 있는데 인터넷에 한국어 패치를 · 재밌구려 슬프구려 반전이 있구려... · 해봤었던 코옵 게임들 중 제일 신선했음 · 친구랑 둘이 하기 참 좋네요 욕 ㅈㄴ먹음 · 마지막 반전이 진짜 충격적이네. 그립습니다 · 조금 억지 엔딩임. 그래도 재미는 있었음. · Don't let the low hour count fool you. I played it with my cousin when It first came out for the EA's launcher. Fantastic co-op game this is! A solid story overall and a ending that will test friendshi...
    TT Isle of Man: Ride on the Edge 2 | Racing | Action | Driving | First-Person | Multiplayer | Simulation | Singleplayer | Automobile Sim | Sports | Realistic | Third Person | Motorbike | Atmospheric | Physics | Co-op | PvP | Family Friendly | RPG | Action | Racing | RPG | Simulation | Sports | Racing across an over 60 km long ultra-technical track at breakneck speed requiring realistic riding skills... that is the challenge that awaits in TT2! Lots of new features lie ahead: open world, reworked physics, classic motorbikes, and more… ‖ 사용자 리뷰: 바이크 게임계의 소울류... TT소울2 어려운데 재미있다. PC로 할꺼면 전체모드 하지말고 윈도우창모드로 하세요. 전체모드 하면 게임엔진의 문제인지 프레임드랍남 · 더트 랠리 바이크 버전. 속도에 심취하면 그대로 트랙 이탈 후 우주로 날아가 버린다. 오토바이에 별 관심이 없어서 그런지 그냥저냥이었다. · 커리어모드 완전 훌륭함 그래픽 봐줄만하고 사운드도 굿 라이드4 바로 삭제해버림 · 2070으로 4k 풀옵 60방어 ㅆㄱㄴ TT 만 라이드 >= motogp22 >>>> ride4 엑박 국밥패드, 조작 난이도 모든 보조 해제 기준 갤 뒤져보고 림스레이싱, 모토지티22, 라이드4, tt 만 2 이렇게 4개 삼. 이거 네 개가 끝인듯? 모토지티랑 라이드는 그래픽뽕에 샀고 tt만 2랑 림스는 좋다해서 삼. 다 해보고 모토지티랑 라이드 빼고 다 환불할라고 했는데 막상해보니까... Roman Triumph: Survival City Builder | City Builder | Colony Sim | Survival | Crafting | Rome | Open World | Strategy | Singleplayer | Combat | Building | Management | Base Building | Simulation | Sandbox | RTS | 3D | Medieval | Top-Down | God Game | Resource Management | Indie | Simulation | Strategy | At the farthest reaches of the empire, a new Roman city is born! Manage and grow your city, please the gods, and survive against barbarians and mythological threats to achieve Roman Triumph! ‖ 사용자 리뷰: 잘만든게임. 한국어로 제발좀 출시해줬으면... 한국어아니라도 플레이하는데는 별로지장은 없습니다. 재미나요 · 어흑흑 한글 주세요... 현기증 난단 말에요... Pls Korean language · 이거 제발 한국어좀... 재밌을것 같아 · Very promising, one gripe - "dont place houses near quarries as the sound is annoying" Yes, the sound is extremely annoying, so why are you making me listen to it constantly? Please, unless you are zoomed in fairly close · Some similarities to other Roman/ancient civilization citybuilders but with an emphasis on survival. This is Early Access by a...
    The Operational Art of War IV | Strategy | Simulation | Wargame | Turn-Based | World War II | World War I | War | Hex Grid | Cold War | Simulation | Strategy | The Operational Art of War IV is the new generation of operational wargames. With more flexibility than before and with a new array of exciting features, it will make you relive the most iconic battles from the dawn of the 20th Century to modern day, including the ones that never occurred! ‖ 사용자 리뷰: KOR User Guide plz... U can do that at least... ;( · A difficult game that, honestly, I'm not very good at, in spite of the time I've spent on it. I've won at Iwo Jima, but good grief; if you can't beat the Japanese on Iwo Jima, you've got big problems. Still, this is a fu · Thumbs up to make up for the thumbs down from the guy that thought there were only three scenarios. Click the folder button! · Pretty dank. I love nothing more than getting immersed into a deep wargame and sending millions of men to their deaths. My only ... Nations At War Digital Core Game | Wargame | War | World War II | Military | PvP | Turn-Based | Board Game | Tabletop | Strategy | Top-Down | Simulation | Tactical | Hex Grid | Level Editor | Multiplayer | Singleplayer | Indie | Early Access | Combat | Turn-Based Combat | Indie | Simulation | Strategy | Early Access | Nations At War series is a dynamic platoon-level combat computer game based on the award-winning board games of the same series name. Nations At War series centered on armor, artillery and infantry combat during World War 2. ‖ 사용자 리뷰: I don't usually give reviews with such little play time. But this tactical battles game is a real gem. One of my best purchases of recent times. · The AI is not too smart but that's okay because neither am I. · Just like the Tactical series, this is true to the board games. Plays well, UI is easy to learn and use. Short but good enough tutorial. LNL went more expensive with the DLC's for this series compared to Tactical with · Go...
  • Loss: MultipleNegativesRankingLoss with these parameters:
    {
    "scale": 20.0,
    "similarity_fct": "cos_sim",
    "gather_across_devices": false,
    "directions": [
        "query_to_doc"
    ],
    "partition_mode": "joint",
    "hardness_mode": null,
    "hardness_strength": 0.0
}

Training Hyperparameters

Non-Default Hyperparameters

  • per_device_train_batch_size: 64
  • num_train_epochs: 2
  • warmup_steps: 0.1
  • bf16: True
  • disable_tqdm: True
  • dataloader_num_workers: 4

All Hyperparameters

Click to expand
  • per_device_train_batch_size: 64
  • num_train_epochs: 2
  • max_steps: -1
  • learning_rate: 5e-05
  • lr_scheduler_type: linear
  • lr_scheduler_kwargs: None
  • warmup_steps: 0.1
  • optim: adamw_torch_fused
  • optim_args: None
  • weight_decay: 0.0
  • adam_beta1: 0.9
  • adam_beta2: 0.999
  • adam_epsilon: 1e-08
  • optim_target_modules: None
  • gradient_accumulation_steps: 1
  • average_tokens_across_devices: True
  • max_grad_norm: 1.0
  • label_smoothing_factor: 0.0
  • bf16: True
  • fp16: False
  • bf16_full_eval: False
  • fp16_full_eval: False
  • tf32: None
  • gradient_checkpointing: False
  • gradient_checkpointing_kwargs: None
  • torch_compile: False
  • torch_compile_backend: None
  • torch_compile_mode: None
  • use_liger_kernel: False
  • liger_kernel_config: None
  • use_cache: False
  • neftune_noise_alpha: None
  • torch_empty_cache_steps: None
  • auto_find_batch_size: False
  • log_on_each_node: True
  • logging_nan_inf_filter: True
  • include_num_input_tokens_seen: no
  • log_level: passive
  • log_level_replica: warning
  • disable_tqdm: True
  • project: huggingface
  • trackio_space_id: None
  • trackio_bucket_id: None
  • trackio_static_space_id: None
  • per_device_eval_batch_size: 8
  • prediction_loss_only: True
  • eval_on_start: False
  • eval_do_concat_batches: True
  • eval_use_gather_object: False
  • eval_accumulation_steps: None
  • include_for_metrics: []
  • batch_eval_metrics: False
  • save_only_model: False
  • save_on_each_node: False
  • enable_jit_checkpoint: False
  • push_to_hub: False
  • hub_private_repo: None
  • hub_model_id: None
  • hub_strategy: every_save
  • hub_always_push: False
  • hub_revision: None
  • load_best_model_at_end: False
  • ignore_data_skip: False
  • restore_callback_states_from_checkpoint: False
  • full_determinism: False
  • seed: 42
  • data_seed: None
  • use_cpu: False
  • accelerator_config: {'split_batches': False, 'dispatch_batches': None, 'even_batches': True, 'use_seedable_sampler': True, 'non_blocking': False, 'gradient_accumulation_kwargs': None}
  • parallelism_config: None
  • dataloader_drop_last: False
  • dataloader_num_workers: 4
  • dataloader_pin_memory: True
  • dataloader_persistent_workers: False
  • dataloader_prefetch_factor: None
  • remove_unused_columns: True
  • label_names: None
  • train_sampling_strategy: random
  • length_column_name: length
  • ddp_find_unused_parameters: None
  • ddp_bucket_cap_mb: None
  • ddp_broadcast_buffers: False
  • ddp_static_graph: None
  • ddp_backend: None
  • ddp_timeout: 1800
  • fsdp: []
  • fsdp_config: {'min_num_params': 0, 'xla': False, 'xla_fsdp_v2': False, 'xla_fsdp_grad_ckpt': False}
  • deepspeed: None
  • debug: []
  • skip_memory_metrics: True
  • do_predict: False
  • resume_from_checkpoint: None
  • warmup_ratio: None
  • local_rank: -1
  • prompts: None
  • batch_sampler: batch_sampler
  • multi_dataset_batch_sampler: proportional
  • router_mapping: {}
  • learning_rate_mapping: {}

Training Logs

Click to expand
Epoch Step Training Loss
0.0085 200 4.0693
0.0171 400 3.7789
0.0256 600 3.7382
0.0341 800 3.6967
0.0427 1000 3.6438
0.0512 1200 3.6414
0.0597 1400 3.6036
0.0683 1600 3.6036
0.0768 1800 3.5910
0.0853 2000 3.5561
0.0939 2200 3.5619
0.1024 2400 3.5334
0.1109 2600 3.5369
0.1195 2800 3.5155
0.1280 3000 3.5180
0.1365 3200 3.5126
0.1451 3400 3.4808
0.1536 3600 3.4635
0.1621 3800 3.4685
0.1707 4000 3.4360
0.1792 4200 3.4284
0.1877 4400 3.4237
0.1963 4600 3.4209
0.2048 4800 3.4230
0.2133 5000 3.4196
0.2219 5200 3.3867
0.2304 5400 3.3639
0.2389 5600 3.3708
0.2475 5800 3.3666
0.2560 6000 3.3422
0.2645 6200 3.3526
0.2731 6400 3.3405
0.2816 6600 3.3131
0.2901 6800 3.3076
0.2987 7000 3.3067
0.3072 7200 3.2988
0.3157 7400 3.2749
0.3243 7600 3.2657
0.3328 7800 3.2770
0.3413 8000 3.2828
0.3499 8200 3.2724
0.3584 8400 3.2548
0.3669 8600 3.2710
0.3755 8800 3.2376
0.3840 9000 3.2403
0.3925 9200 3.2364
0.4011 9400 3.2193
0.4096 9600 3.2447
0.4181 9800 3.2513
0.4267 10000 3.2121
0.4352 10200 3.2113
0.4437 10400 3.1856
0.4523 10600 3.2152
0.4608 10800 3.2070
0.4693 11000 3.1882
0.4779 11200 3.2105
0.4864 11400 3.1825
0.4949 11600 3.1833
0.5035 11800 3.2027
0.5120 12000 3.2047
0.5205 12200 3.1890
0.5291 12400 3.1776
0.5376 12600 3.1773
0.5461 12800 3.1584
0.5547 13000 3.1576
0.5632 13200 3.1623
0.5717 13400 3.1488
0.5803 13600 3.1468
0.5888 13800 3.1432
0.5973 14000 3.1611
0.6059 14200 3.1625
0.6144 14400 3.1478
0.6229 14600 3.1737
0.6315 14800 3.1522
0.6400 15000 3.1396
0.6485 15200 3.1616
0.6571 15400 3.1320
0.6656 15600 3.1434
0.6741 15800 3.1174
0.6827 16000 3.1335
0.6912 16200 3.1174
0.6997 16400 3.1403
0.7083 16600 3.1316
0.7168 16800 3.1137
0.7253 17000 3.1192
0.7339 17200 3.1125
0.7424 17400 3.1022
0.7509 17600 3.1180
0.7595 17800 3.1189
0.7680 18000 3.1105
0.7765 18200 3.0959
0.7850 18400 3.1086
0.7936 18600 3.1080
0.8021 18800 3.0930
0.8106 19000 3.0846
0.8192 19200 3.1009
0.8277 19400 3.1000
0.8362 19600 3.1035
0.8448 19800 3.0799
0.8533 20000 3.1036
0.8618 20200 3.0876
0.8704 20400 3.0947
0.8789 20600 3.0880
0.8874 20800 3.0936
0.8960 21000 3.0787
0.9045 21200 3.0791
0.9130 21400 3.0803
0.9216 21600 3.0711
0.9301 21800 3.0739
0.9386 22000 3.0905
0.9472 22200 3.0983
0.9557 22400 3.0868
0.9642 22600 3.0700
0.9728 22800 3.0886
0.9813 23000 3.0697
0.9898 23200 3.0699
0.9984 23400 3.0643
1.0069 23600 2.9924
1.0154 23800 2.9949
1.0240 24000 3.0259
1.0325 24200 3.0266
1.0410 24400 3.0144
1.0496 24600 3.0059
1.0581 24800 3.0070
1.0666 25000 3.0011
1.0752 25200 3.0115
1.0837 25400 2.9918
1.0922 25600 3.0153
1.1008 25800 3.0130
1.1093 26000 3.0097
1.1178 26200 3.0083
1.1264 26400 3.0004
1.1349 26600 2.9947
1.1434 26800 3.0044
1.1520 27000 3.0010
1.1605 27200 3.0083
1.1690 27400 2.9818
1.1776 27600 2.9842
1.1861 27800 2.9992
1.1946 28000 2.9861
1.2032 28200 2.9849
1.2117 28400 3.0057
1.2202 28600 3.0201
1.2288 28800 3.0070
1.2373 29000 2.9924
1.2458 29200 2.9958
1.2544 29400 2.9957
1.2629 29600 2.9880
1.2714 29800 2.9809
1.2800 30000 2.9957
1.2885 30200 2.9887
1.2970 30400 2.9654
1.3056 30600 3.0081
1.3141 30800 3.0097
1.3226 31000 2.9791
1.3312 31200 2.9929
1.3397 31400 3.0007
1.3482 31600 2.9971
1.3568 31800 2.9928
1.3653 32000 2.9918
1.3738 32200 2.9653
1.3824 32400 2.9816
1.3909 32600 2.9670
1.3994 32800 2.9755
1.4080 33000 2.9873
1.4165 33200 2.9907
1.4250 33400 2.9897
1.4336 33600 2.9807
1.4421 33800 2.9644
1.4506 34000 2.9782
1.4592 34200 2.9730
1.4677 34400 2.9768
1.4762 34600 2.9954
1.4848 34800 2.9874
1.4933 35000 2.9675
1.5018 35200 2.9904
1.5104 35400 2.9733
1.5189 35600 2.9549
1.5274 35800 2.9722
1.5360 36000 2.9856
1.5445 36200 2.9573
1.5530 36400 2.9715
1.5616 36600 2.9531
1.5701 36800 2.9237
1.5786 37000 2.9683
1.5872 37200 2.9765
1.5957 37400 2.9695
1.6042 37600 2.9875
1.6128 37800 2.9653
1.6213 38000 2.9575
1.6298 38200 2.9594
1.6384 38400 2.9633
1.6469 38600 2.9500
1.6554 38800 2.9557
1.6640 39000 2.9344
1.6725 39200 2.9585
1.6810 39400 2.9783
1.6896 39600 2.9568
1.6981 39800 2.9579
1.7066 40000 2.9527
1.7152 40200 2.9470
1.7237 40400 2.9322
1.7322 40600 2.9517
1.7408 40800 2.9810
1.7493 41000 2.9535
1.7578 41200 2.9608
1.7664 41400 2.9608
1.7749 41600 2.9557
1.7834 41800 2.9303
1.7920 42000 2.9540
1.8005 42200 2.9548
1.8090 42400 2.9674
1.8176 42600 2.9607
1.8261 42800 2.9520
1.8346 43000 2.9687
1.8432 43200 2.9599
1.8517 43400 2.9440
1.8602 43600 2.9502
1.8688 43800 2.9610
1.8773 44000 2.9597
1.8858 44200 2.9719
1.8944 44400 2.9461
1.9029 44600 2.9355
1.9114 44800 2.9427
1.9200 45000 2.9534
1.9285 45200 2.9532
1.9370 45400 2.9305
1.9456 45600 2.9231
1.9541 45800 2.9427
1.9626 46000 2.9314
1.9712 46200 2.9630
1.9797 46400 2.9516
1.9882 46600 2.9689
1.9968 46800 2.9197

Training Time

  • Training: 3.9 hours

Framework Versions

  • Python: 3.12.3
  • Sentence Transformers: 5.6.0
  • Transformers: 5.7.0
  • PyTorch: 2.11.0+cu128
  • Accelerate: 1.13.0
  • Datasets: 5.0.0
  • Tokenizers: 0.22.2

Citation

BibTeX

Sentence Transformers 

@inproceedings{reimers-2019-sentence-bert,
    title = "Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks",
    author = "Reimers, Nils and Gurevych, Iryna",
    booktitle = "Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing",
    month = "11",
    year = "2019",
    publisher = "Association for Computational Linguistics",
    url = "https://arxiv.org/abs/1908.10084",
}

MultipleNegativesRankingLoss 

@misc{oord2019representationlearningcontrastivepredictive,
      title={Representation Learning with Contrastive Predictive Coding},
      author={Aaron van den Oord and Yazhe Li and Oriol Vinyals},
      year={2019},
      eprint={1807.03748},
      archivePrefix={arXiv},
      primaryClass={cs.LG},
      url={https://arxiv.org/abs/1807.03748},
}