Platform For AI:Templat pelabelan teks

Templat yang didukung

Named Entity Recognition

Named Entity Recognition (NER) melibatkan pemilihan dan pemberian label pada rentang teks tertentu.

• Kasus penggunaan

  Mengidentifikasi istilah kunci dalam deskripsi produk atau artikel berita.

• Struktur data

  • Data masukan

    Setiap baris dalam file manifest merepresentasikan satu item data dan berisi bidang source.

    {"data":{"source":"Alibaba acquired Vendio and Auctiva, two e-commerce solution providers for small businesses in the United States. In the same month, the Mobile Taobao app was launched."}}
    ...

  • Data keluaran

    Setiap baris dalam file manifest berisi data sumber dan hasil pelabelan.

    {
        "data": {
            "source": "Alibaba acquired Vendio and Auctiva, two e-commerce solution providers for small businesses in the United States. In the same month, the Mobile Taobao app was launched."
        }, 
        "label-1430082002522152960": {
            "results": [
                {
                    "objects": [
                        {
                            "result": {
                                "Text Content": [
                                    "Label 1"
                                ]
                            }, 
                            "color": null, 
                            "id": null, 
                            "text": "Recognized text 1", 
                            "start": 49, 
                            "end": 51
                        }, 
                        {
                            "result": {
                                "Text Content": [
                                    "Label 2", 
                                    "Label 3"
                                ]
                            }, 
                            "color": null, 
                            "id": null, 
                            "text": "Recognized text 2", 
                            "start": 34, 
                            "end": 40
                        }
                    ], 
                    "empty": false
                }
            ]
        }
    }

Klasifikasi teks

Klasifikasi teks memberikan satu atau beberapa label yang telah ditentukan sebelumnya ke segmen teks. Templat ini mendukung klasifikasi berlabel tunggal maupun multi-label.

• Kasus penggunaan

  Rekomendasi berita, manajemen pengetahuan, dan penyaringan spam.

• Struktur data

  • Data masukan

    Setiap baris dalam file manifest merepresentasikan satu item data dan berisi bidang source.

    {"data":{"source":"Alibaba changed the name of its Chinese trading market to \"1688\". In the same month, Taobao launched the group-buying website Juhuasuan."}}
    ...

  • Data keluaran

    Setiap baris dalam file manifest berisi data sumber dan hasil pelabelan.

    {
        "data": {
            "source": "Alibaba changed the name of its Chinese trading market to \"1688\". In the same month, Taobao launched the group-buying website Juhuasuan."
        }, 
        "label-1432989439570944000": {
            "results": [
                {
                    "questionId": "2", 
                    "data": [
                        "Label 2", 
                        "Label 1"
                    ], 
                    "markTitle": "Multiple-choice", 
                    "type": "survey/multivalue"
                }
            ]
        }
    }

Hubungan entitas

Pelabelan hubungan entitas, juga dikenal sebagai ekstraksi tripel, memberikan label pada hubungan antar entitas untuk membangun graf pengetahuan.

• Kasus penggunaan

  Membangun graf pengetahuan.

• Struktur data

  • Data masukan

    Setiap baris dalam file manifest merepresentasikan satu item data dan berisi bidang source.

    {"data":{"source":"Alibaba changed the name of its Chinese trading market to \"1688\". In the same month, Taobao launched the group-buying website Juhuasuan."}}
    ...

  • Data keluaran

    Setiap baris dalam file manifest berisi data sumber dan hasil pelabelan.

    {
        "data": {
            "source": "Alibaba changed the name of its Chinese trading market to \"1688\". In the same month, Taobao launched the group-buying website Juhuasuan."
        }, 
        "label-1435488346167255040": {
            "results": [
                {
                    "objects": [
                        {
                            "result": {
                                "Multiple-choice": [
                                    "Label 3"
                                ]
                            }, 
                            "color": null, 
                            "id": null, 
                            "text": "group-buying website", 
                            "start": 32, 
                            "end": 35
                        }, 
                        {
                            "result": {
                                "Multiple-choice": [
                                    "Label 2"
                                ]
                            }, 
                            "color": null, 
                            "id": null, 
                            "text": "1688", 
                            "start": 18, 
                            "end": 21
                        }, 
                        {
                            "result": {
                                "Multiple-choice": [
                                    "Label 1"
                                ]
                            }, 
                            "color": null, 
                            "id": null, 
                            "text": "trading market", 
                            "start": 9, 
                            "end": 12
                        }
                    ], 
                    "empty": false
                }, 
                [
                    {
                        "result": {
                            "Single-choice": "Label 4"
                        }, 
                        "from": {
                            "x": -225, 
                            "y": -126, 
                            "start": 9, 
                            "end": 12, 
                            "text": "trading market"
                        }, 
                        "to": {
                            "x": -233, 
                            "y": 75, 
                            "start": 18, 
                            "end": 21, 
                            "text": "1688"
                        }
                    }, 
                    {
                        "result": {
                            "Single-choice": "Label 6"
                        }, 
                        "from": {
                            "x": -225, 
                            "y": -126, 
                            "start": 9, 
                            "end": 12, 
                            "text": "trading market"
                        }, 
                        "to": {
                            "x": 24, 
                            "y": -93, 
                            "start": 32, 
                            "end": 35, 
                            "text": "group-buying website"
                        }
                    }, 
                    {
                        "result": {
                            "Single-choice": "Label 4"
                        }, 
                        "from": {
                            "x": -233, 
                            "y": 75, 
                            "start": 18, 
                            "end": 21, 
                            "text": "1688"
                        }, 
                        "to": {
                            "x": 24, 
                            "y": -93, 
                            "start": 32, 
                            "end": 35, 
                            "text": "group-buying website"
                        }
                    }
                ]
            ]
        }
    }