Senior Researcher, Natural Language Processing

1 Month ago • 4-8 Years • Artificial Intelligence

Job Summary

Job Description

The Senior Researcher, Natural Language Processing (NLP) will conduct R&D in NLP for Chinese language processing, including word segmentation, part-of-speech tagging, sentence analysis, and named entity recognition. Responsibilities include text classification, sentiment analysis, data mining, text generation, topic analysis, and label extraction. The role involves optimizing existing online algorithms and developing efficient NLP solutions by combining business needs and data, exploring NLP and deep learning applications in games, and staying current with academic and industry advancements. This position requires strong NLP fundamentals, statistical model understanding, machine learning principles, and experience in relevant projects.
Must have:
  • NLP fundamentals knowledge
  • Statistical models understanding
  • Machine learning principles
  • NLP project experience
  • Proficiency in at least one programming language
  • Chinese NLP expertise
Good to have:
  • Big data mining experience
  • Knowledge graph auto-making
  • Deep learning experience
  • Sentiment analysis experience
  • Publications in NLP conferences (EMNLP, ACL)
Perks:
  • Commuter allowance (Full pass reimbursement)
  • Communication allowance (up to 10,000 JPY/month)
  • Self-development allowance (up to 20,000 JPY/month)
  • Overtime/midnight meal allowance
  • Annual health checkup allowance
  • Free drinks corner
  • Gift cards (twice a year)
  • Employee assistance program (EAP)
  • Holiday bonuses

Job Details

部署紹介/Business Unit

LIGHTSPEED STUDIOS は、物語性の高いストーリー、没入感のあるゲームプレイ、最先端のテクノロジーを駆使し、ゲーム開発をアートとサイエンスの融合として追求し続けています。世界中のプレイヤー、そしてあらゆるデバイスに次世代のゲームエクスペリエンスを提供することを使命としています。

LIGHTSPEED STUDIOS is made up of passionate players who advance the art & science of game development through great stories, great gameplay, and advanced technology. We are focused on bringing next generation experiences to gamers who want to enjoy them anywhere, anytime, across multiple genres and devices.

チーム紹介/About the Hiring Team

Lightspeed Tech Center は、PUBG モバイルを始めとする様々な高品質ゲームを手掛けた Lightspeed Studios の研究開発部門です。Tech Center は技術研究とイノベーションを牽引し、ゲーム作品にそのライフサイクルを通して、エンジン、音響、QA、AI、次世代技術、技術提携などのテクニカルサポートを提供しています。

Lightspeed Tech Center is a R&D department under Lightspeed Studios which develop PUBG Mobile and other high-quality games. Our Tech Center leads the research, exploration, and discovery of innovative technologies and provides technical services for all games during all phases of life cycle, including engine, audio, QA, AI, next generation game, technical cooperation, etc.

仕事内容/What the Role Entails

仕事内容

1. 中国語の単語分割、品詞タグ付け、文解析、固有表現認識などを含むNLP(自然言語処理)の研究開発を担当。

2. テキスト分類、感情分析、データマイニング、テキスト生成、トピック分析、ラベル抽出などの研究開発業務を担当。

3. 既存のオンラインアルゴリズムを最適化し、ビジネスニーズとデータを組み合わせて効率的で信頼性の高いNLPソリューションを開発。

4. ゲームにおけるNLP技術と深層学習アルゴリズムの応用を探る。

5. 学術界および業界の最新の進展を追い、発見した成果を迅速に業務に適用する。

Job Responsibilities

1. Responsible for NLP research and development including Chinese word segmentation, part-of-speech tagging, sentence analysis and named entity recognition.

2. Responsible for text classification, sentiment analysis, data mining, text generation, topic analysis, label extraction and other research and development job.

3. Optimize existing online algorithms, develop efficient and reliable NLP solutions by combining business needs and data.

4. Explore applications of NLP techniques and deep learning algorithms in games.

5. Follow the latest developments in academia and industry and quickly apply findings in your work.

応募資格/Who We Look For

応募条件

1. NLPの基本に精通し、統計モデルや関連する機械学習の原則を深く理解し、NLP関連のプロジェクト経験があること。

2. 少なくとも1つのプログラミング言語に熟練し、基本的なデータ構造とアルゴリズムに精通していること。

3. ビッグデータマイニング、知識グラフ自動生成、深層学習の経験があると優遇。

4. 単語分割、品詞タグ付け、固有表現認識、文解析、モデルの事前学習に精通しており、感情分析、関係抽出、イベント抽出の経験があると優遇。

5. NLP関連の学術誌や学会(例:EMNLP、ACL)での学術成果の発表経験があると優遇。

6. CRF、SVMなどのクラシックな機械学習アルゴリズムやツール、単語ベクトル、RNN、CNN、LSTM、GANなどの深層学習の経験があると優遇。

Job Requirements

1. Familiar with NLP fundamentals, with a strong understanding of statistical models, related machine learning principles, and experience working on NLP related projects.

2. Proficient in at least one programming language, familiar with basic data structures and algorithms.

3. Experience in big data mining, knowledge-graph auto-making, and deep learning experience is preferred.

4. Familiar with word segmentation, part-of-speech tagging, entity recognition, sentence analysis, model pre-training. Experience in sentiment analysis, relationship extraction and event extraction is preferred.

5. Publication of academic results in academic journals and conferences in NLP-related fields (such as: EMNLP, ACL) is preferred.

6. Familiar with CRF, SVM and other classic machine learning algorithms and tools, word vectors, RNN, CNN, LSTM, GAN and other deep learning experiences are preferred.

賃金
年収額:応相談(昇給/賞与あり)
※経験・スキル等を考慮し、当社規定により優遇します。
※固定残業代月35時間分を含みます。超過分は別途支給します。

労働時間・休日
就業時間 09:30 ~ 18:30  休憩時間 60分
役職により裁量労働制あり
完全週休2日制(土日・祝日)
有給休暇:入社初年度は、入社月により期間按分付与。在籍年数踏まえて最大22日
年末年始休暇(12/30~1/3)
病気休暇(有給):12日/年(有給休暇とは別途付与)

福利厚生
<各種保険>
健康保険 、雇用保険、 労災保険、 厚生年金保険、 総合福祉団体定期保険(GTL)
業務災害安心総合保険(GPA)、団体長期障害所得補償保険(GLTD)
海外旅行保険

<各種手当>
通勤手当(定期代全額支給) 、通信手当(上限1万円/月)、 自己啓発手当(上限2万円/月)、 残業深夜食事手当(上限1200円/日)、 定期健診手当(上限7万5千円/年1回)

<支援制度・その他待遇>
フリードリンクコーナー 、ギフトカード(お盆、正月の2回支給、2万円/1回)
従業員支援プログラム(EAP) 、慶弔見舞金 、永年勤続賞/休暇

この求人広告に記載されているポリシー(給与、福利厚生、労働条件などを含むがこれに限らない)は、会社のリアルタイムポリシーに応じて調整される可能性があります。

一緒に働く魅力/Why Join Us?

賃金
年収額:応相談(昇給/賞与あり)
※経験・スキル等を考慮し、当社規定により優遇します。
※固定残業代月35時間分を含みます。超過分は別途支給します。

労働時間・休日
就業時間 09:30 ~ 18:30  休憩時間 60分
役職により裁量労働制あり
完全週休2日制(土日・祝日)
有給休暇:入社初年度は、入社月により期間按分付与。在籍年数踏まえて最大22日
年末年始休暇(12/30~1/3)
病気休暇(有給):12日/年(有給休暇とは別途付与)

福利厚生
<各種保険>
健康保険 、雇用保険、 労災保険、 厚生年金保険、 総合福祉団体定期保険(GTL)
業務災害安心総合保険(GPA)、団体長期障害所得補償保険(GLTD)
海外旅行保険

<各種手当>
通勤手当(定期代全額支給) 、通信手当(上限1万円/月)、 自己啓発手当(上限2万円/月)、 残業深夜食事手当(上限1200円/日)、 定期健診手当(上限7万5千円/年1回)

<支援制度・その他待遇>
フリードリンクコーナー 、ギフトカード(お盆、正月の2回支給、2万円/1回)
従業員支援プログラム(EAP) 、慶弔見舞金 、永年勤続賞/休暇

この求人広告に記載されているポリシー(給与、福利厚生、労働条件などを含むがこれに限らない)は、会社のリアルタイムポリシーに応じて調整される可能性があります。

平等な雇用機会を重視するテンセント/Equal Employment Opportunity at Tencent

テンセントは、雇用機会の均等を最重要視しています。私たちは、多様性がイノベーションを促進し、ユーザーやコミュニティに対してより良いサービスを提供する原動力になると確信しています。
社員一人ひとりが十分なサポートを受け、自身の目標と会社の目標を共に達成できるよう、モチベーションを高められる環境づくりを大切にしています。

As an equal opportunity employer, we firmly believe that diverse voices fuel our innovation and allow us to better serve our users and the community. We foster an environment where every employee of Tencent feels supported and inspired to achieve individual and common goals.

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