{
  "type": "excalidraw",
  "version": 2,
  "source": "https://excalidraw.com",
  "elements": [
    {
      "type": "rectangle",
      "version": 347,
      "versionNonce": 1958311431,
      "isDeleted": false,
      "id": "0QBnMPnXd_XpUfleXTHSL",
      "fillStyle": "hachure",
      "strokeWidth": 1,
      "strokeStyle": "solid",
      "roughness": 1,
      "opacity": 100,
      "angle": 0,
      "x": -199,
      "y": 553,
      "strokeColor": "#000000",
      "backgroundColor": "#228be6",
      "width": 241,
      "height": 143.5,
      "seed": 1827319029,
      "groupIds": [],
      "roundness": {
        "type": 3
      },
      "boundElements": [
        {
          "type": "text",
          "id": "IYFKESbAHF5q9j0EHsv-j"
        },
        {
          "id": "TTKQxKFgze1WpgzCx_GRg",
          "type": "arrow"
        }
      ],
      "updated": 1678712266603,
      "link": null,
      "locked": false
    },
    {
      "type": "text",
      "version": 339,
      "versionNonce": 1715868137,
      "isDeleted": false,
      "id": "IYFKESbAHF5q9j0EHsv-j",
      "fillStyle": "hachure",
      "strokeWidth": 1,
      "strokeStyle": "solid",
      "roughness": 1,
      "opacity": 100,
      "angle": 0,
      "x": -181.2279281616211,
      "y": 595.95,
      "strokeColor": "#000000",
      "backgroundColor": "transparent",
      "width": 205.4558563232422,
      "height": 57.599999999999994,
      "seed": 1188542043,
      "groupIds": [],
      "roundness": null,
      "boundElements": [],
      "updated": 1678712266603,
      "link": null,
      "locked": false,
      "fontSize": 16,
      "fontFamily": 1,
      "text": "Customer Knowlege Base \nUnstructured Docs (.pdf, \n.docx, .txt)",
      "textAlign": "center",
      "verticalAlign": "middle",
      "containerId": "0QBnMPnXd_XpUfleXTHSL",
      "originalText": "Customer Knowlege Base \nUnstructured Docs (.pdf, .docx, .txt)"
    },
    {
      "type": "rectangle",
      "version": 223,
      "versionNonce": 1105033193,
      "isDeleted": false,
      "id": "6pYw1ydaELNAZcLxGKkKQ",
      "fillStyle": "hachure",
      "strokeWidth": 1,
      "strokeStyle": "solid",
      "roughness": 1,
      "opacity": 100,
      "angle": 0,
      "x": 351,
      "y": 503.5,
      "strokeColor": "#000000",
      "backgroundColor": "#868e96",
      "width": 178,
      "height": 268.5,
      "seed": 1504689877,
      "groupIds": [],
      "roundness": {
        "type": 3
      },
      "boundElements": [
        {
          "id": "rh2pCyT4yuWntQJ5gT735",
          "type": "arrow"
        },
        {
          "id": "M-3uqXuKol9dAJtGV6h6N",
          "type": "arrow"
        }
      ],
      "updated": 1678712275846,
      "link": null,
      "locked": false
    },
    {
      "type": "rectangle",
      "version": 234,
      "versionNonce": 562608487,
      "isDeleted": false,
      "id": "V8pJmsCoE8IsxhMK3dsYr",
      "fillStyle": "hachure",
      "strokeWidth": 1,
      "strokeStyle": "solid",
      "roughness": 1,
      "opacity": 100,
      "angle": 0,
      "x": 433.75,
      "y": 562.5,
      "strokeColor": "#000000",
      "backgroundColor": "#15aabf",
      "width": 71.5,
      "height": 29.2,
      "seed": 508384635,
      "groupIds": [],
      "roundness": {
        "type": 3
      },
      "boundElements": [
        {
          "type": "text",
          "id": "bq_yoMQ9txwf7Wp7inc0d"
        }
      ],
      "updated": 1678712275846,
      "link": null,
      "locked": false
    },
    {
      "type": "text",
      "version": 152,
      "versionNonce": 596063369,
      "isDeleted": false,
      "id": "bq_yoMQ9txwf7Wp7inc0d",
      "fillStyle": "hachure",
      "strokeWidth": 1,
      "strokeStyle": "solid",
      "roughness": 1,
      "opacity": 100,
      "angle": 0,
      "x": 443.8760223388672,
      "y": 567.5,
      "strokeColor": "#000000",
      "backgroundColor": "#be4bdb",
      "width": 51.247955322265625,
      "height": 19.2,
      "seed": 1678585461,
      "groupIds": [],
      "roundness": null,
      "boundElements": [],
      "updated": 1678712275846,
      "link": null,
      "locked": false,
      "fontSize": 16,
      "fontFamily": 1,
      "text": "Chunks",
      "textAlign": "center",
      "verticalAlign": "middle",
      "containerId": "V8pJmsCoE8IsxhMK3dsYr",
      "originalText": "Chunks"
    },
    {
      "type": "rectangle",
      "version": 281,
      "versionNonce": 588969095,
      "isDeleted": false,
      "id": "P_jtBsfFU36oN9U487enN",
      "fillStyle": "hachure",
      "strokeWidth": 1,
      "strokeStyle": "solid",
      "roughness": 1,
      "opacity": 100,
      "angle": 0,
      "x": 384.25,
      "y": 521.4000000000001,
      "strokeColor": "#000000",
      "backgroundColor": "#15aabf",
      "width": 71.5,
      "height": 29.2,
      "seed": 1039987733,
      "groupIds": [],
      "roundness": {
        "type": 3
      },
      "boundElements": [
        {
          "type": "text",
          "id": "uIN_eRXDgFUTjk6Ir7cbj"
        }
      ],
      "updated": 1678712275846,
      "link": null,
      "locked": false
    },
    {
      "type": "text",
      "version": 197,
      "versionNonce": 1738652521,
      "isDeleted": false,
      "id": "uIN_eRXDgFUTjk6Ir7cbj",
      "fillStyle": "hachure",
      "strokeWidth": 1,
      "strokeStyle": "solid",
      "roughness": 1,
      "opacity": 100,
      "angle": 0,
      "x": 394.3760223388672,
      "y": 526.4000000000001,
      "strokeColor": "#000000",
      "backgroundColor": "#be4bdb",
      "width": 51.247955322265625,
      "height": 19.2,
      "seed": 1670103995,
      "groupIds": [],
      "roundness": null,
      "boundElements": [],
      "updated": 1678712275846,
      "link": null,
      "locked": false,
      "fontSize": 16,
      "fontFamily": 1,
      "text": "Chunks",
      "textAlign": "center",
      "verticalAlign": "middle",
      "containerId": "P_jtBsfFU36oN9U487enN",
      "originalText": "Chunks"
    },
    {
      "type": "rectangle",
      "version": 231,
      "versionNonce": 687393703,
      "isDeleted": false,
      "id": "wW-MtvACbjq7bOFv3iWRs",
      "fillStyle": "hachure",
      "strokeWidth": 1,
      "strokeStyle": "solid",
      "roughness": 1,
      "opacity": 100,
      "angle": 0,
      "x": 376.25,
      "y": 604.4000000000001,
      "strokeColor": "#000000",
      "backgroundColor": "#15aabf",
      "width": 71.5,
      "height": 29.2,
      "seed": 744962517,
      "groupIds": [],
      "roundness": {
        "type": 3
      },
      "boundElements": [
        {
          "type": "text",
          "id": "7hjBaALIRd_7jBQvn9WCP"
        }
      ],
      "updated": 1678712275846,
      "link": null,
      "locked": false
    },
    {
      "type": "text",
      "version": 148,
      "versionNonce": 411592265,
      "isDeleted": false,
      "id": "7hjBaALIRd_7jBQvn9WCP",
      "fillStyle": "hachure",
      "strokeWidth": 1,
      "strokeStyle": "solid",
      "roughness": 1,
      "opacity": 100,
      "angle": 0,
      "x": 386.3760223388672,
      "y": 609.4000000000001,
      "strokeColor": "#000000",
      "backgroundColor": "#be4bdb",
      "width": 51.247955322265625,
      "height": 19.2,
      "seed": 471972347,
      "groupIds": [],
      "roundness": null,
      "boundElements": [],
      "updated": 1678712275846,
      "link": null,
      "locked": false,
      "fontSize": 16,
      "fontFamily": 1,
      "text": "Chunks",
      "textAlign": "center",
      "verticalAlign": "middle",
      "containerId": "wW-MtvACbjq7bOFv3iWRs",
      "originalText": "Chunks"
    },
    {
      "type": "rectangle",
      "version": 245,
      "versionNonce": 1598996167,
      "isDeleted": false,
      "id": "zEmmceo2Epc78NMHcR7nc",
      "fillStyle": "hachure",
      "strokeWidth": 1,
      "strokeStyle": "solid",
      "roughness": 1,
      "opacity": 100,
      "angle": 0,
      "x": 445.75,
      "y": 644.9000000000001,
      "strokeColor": "#000000",
      "backgroundColor": "#15aabf",
      "width": 71.5,
      "height": 29.2,
      "seed": 1781340123,
      "groupIds": [],
      "roundness": {
        "type": 3
      },
      "boundElements": [
        {
          "type": "text",
          "id": "9hzVxHc2yjFKgl3OoD3Zs"
        }
      ],
      "updated": 1678712275846,
      "link": null,
      "locked": false
    },
    {
      "type": "text",
      "version": 162,
      "versionNonce": 286700841,
      "isDeleted": false,
      "id": "9hzVxHc2yjFKgl3OoD3Zs",
      "fillStyle": "hachure",
      "strokeWidth": 1,
      "strokeStyle": "solid",
      "roughness": 1,
      "opacity": 100,
      "angle": 0,
      "x": 455.8760223388672,
      "y": 649.9000000000001,
      "strokeColor": "#000000",
      "backgroundColor": "#be4bdb",
      "width": 51.247955322265625,
      "height": 19.2,
      "seed": 1823811413,
      "groupIds": [],
      "roundness": null,
      "boundElements": [],
      "updated": 1678712275846,
      "link": null,
      "locked": false,
      "fontSize": 16,
      "fontFamily": 1,
      "text": "Chunks",
      "textAlign": "center",
      "verticalAlign": "middle",
      "containerId": "zEmmceo2Epc78NMHcR7nc",
      "originalText": "Chunks"
    },
    {
      "type": "rectangle",
      "version": 228,
      "versionNonce": 951668199,
      "isDeleted": false,
      "id": "2X9O4MoYSUMnDgW_0Q1Dw",
      "fillStyle": "hachure",
      "strokeWidth": 1,
      "strokeStyle": "solid",
      "roughness": 1,
      "opacity": 100,
      "angle": 0,
      "x": 371.75,
      "y": 683.9000000000001,
      "strokeColor": "#000000",
      "backgroundColor": "#15aabf",
      "width": 71.5,
      "height": 29.2,
      "seed": 429362037,
      "groupIds": [],
      "roundness": {
        "type": 3
      },
      "boundElements": [
        {
          "type": "text",
          "id": "K8TalNWIQKzh2fT5o7BPc"
        }
      ],
      "updated": 1678712275846,
      "link": null,
      "locked": false
    },
    {
      "type": "text",
      "version": 145,
      "versionNonce": 1152919561,
      "isDeleted": false,
      "id": "K8TalNWIQKzh2fT5o7BPc",
      "fillStyle": "hachure",
      "strokeWidth": 1,
      "strokeStyle": "solid",
      "roughness": 1,
      "opacity": 100,
      "angle": 0,
      "x": 381.8760223388672,
      "y": 688.9000000000001,
      "strokeColor": "#000000",
      "backgroundColor": "#be4bdb",
      "width": 51.247955322265625,
      "height": 19.2,
      "seed": 370201179,
      "groupIds": [],
      "roundness": null,
      "boundElements": [],
      "updated": 1678712275846,
      "link": null,
      "locked": false,
      "fontSize": 16,
      "fontFamily": 1,
      "text": "Chunks",
      "textAlign": "center",
      "verticalAlign": "middle",
      "containerId": "2X9O4MoYSUMnDgW_0Q1Dw",
      "originalText": "Chunks"
    },
    {
      "type": "rectangle",
      "version": 370,
      "versionNonce": 1806828041,
      "isDeleted": false,
      "id": "nvxckol7Ry0HjXdh2KdTU",
      "fillStyle": "hachure",
      "strokeWidth": 1,
      "strokeStyle": "dotted",
      "roughness": 1,
      "opacity": 100,
      "angle": 0,
      "x": 111.5,
      "y": 554.5,
      "strokeColor": "#000000",
      "backgroundColor": "#be4bdb",
      "width": 179.5,
      "height": 132.5,
      "seed": 223491349,
      "groupIds": [],
      "roundness": {
        "type": 3
      },
      "boundElements": [
        {
          "type": "text",
          "id": "acN5iMcFPHyfkBdV_b2oo"
        },
        {
          "id": "TTKQxKFgze1WpgzCx_GRg",
          "type": "arrow"
        },
        {
          "id": "M-3uqXuKol9dAJtGV6h6N",
          "type": "arrow"
        },
        {
          "id": "2Q8hPEoxwJpnxUl0_8r-i",
          "type": "arrow"
        }
      ],
      "updated": 1678712266604,
      "link": null,
      "locked": false
    },
    {
      "type": "text",
      "version": 460,
      "versionNonce": 1642970887,
      "isDeleted": false,
      "id": "acN5iMcFPHyfkBdV_b2oo",
      "fillStyle": "hachure",
      "strokeWidth": 1,
      "strokeStyle": "dotted",
      "roughness": 1,
      "opacity": 100,
      "angle": 0,
      "x": 129.77803802490234,
      "y": 582.35,
      "strokeColor": "#000000",
      "backgroundColor": "#be4bdb",
      "width": 142.9439239501953,
      "height": 76.8,
      "seed": 1965390869,
      "groupIds": [],
      "roundness": null,
      "boundElements": [],
      "updated": 1678712266604,
      "link": null,
      "locked": false,
      "fontSize": 16,
      "fontFamily": 1,
      "text": "Split Pdf Pages\n& Sections (Pdf \nReader, Cognitive \nServices - OCR)",
      "textAlign": "center",
      "verticalAlign": "middle",
      "containerId": "nvxckol7Ry0HjXdh2KdTU",
      "originalText": "Split Pdf Pages\n& Sections (Pdf Reader, Cognitive Services - OCR)"
    },
    {
      "type": "arrow",
      "version": 712,
      "versionNonce": 1276565737,
      "isDeleted": false,
      "id": "TTKQxKFgze1WpgzCx_GRg",
      "fillStyle": "hachure",
      "strokeWidth": 1,
      "strokeStyle": "dotted",
      "roughness": 1,
      "opacity": 100,
      "angle": 0,
      "x": 48.50000000000002,
      "y": 636.5359800571676,
      "strokeColor": "#000000",
      "backgroundColor": "#be4bdb",
      "width": 54.99999999999999,
      "height": 0.2046995296153682,
      "seed": 248379797,
      "groupIds": [],
      "roundness": {
        "type": 2
      },
      "boundElements": [],
      "updated": 1678712266604,
      "link": null,
      "locked": false,
      "startBinding": {
        "elementId": "0QBnMPnXd_XpUfleXTHSL",
        "focus": 0.17343735871966107,
        "gap": 6.5
      },
      "endBinding": {
        "elementId": "nvxckol7Ry0HjXdh2KdTU",
        "focus": -0.22854538970559102,
        "gap": 8
      },
      "lastCommittedPoint": null,
      "startArrowhead": null,
      "endArrowhead": "triangle",
      "points": [
        [
          0,
          0
        ],
        [
          54.99999999999999,
          -0.2046995296153682
        ]
      ]
    },
    {
      "type": "rectangle",
      "version": 213,
      "versionNonce": 1344425511,
      "isDeleted": false,
      "id": "zZRftBC8avH1wavb3trJs",
      "fillStyle": "hachure",
      "strokeWidth": 1,
      "strokeStyle": "dotted",
      "roughness": 1,
      "opacity": 100,
      "angle": 0,
      "x": 609.5,
      "y": 546,
      "strokeColor": "#000000",
      "backgroundColor": "#be4bdb",
      "width": 119.5,
      "height": 113,
      "seed": 173963099,
      "groupIds": [],
      "roundness": {
        "type": 3
      },
      "boundElements": [
        {
          "type": "text",
          "id": "uwP3p8RNPpXz00xPw7M77"
        },
        {
          "id": "rh2pCyT4yuWntQJ5gT735",
          "type": "arrow"
        },
        {
          "id": "ABWJ-V6_3RIhPQinMk1bS",
          "type": "arrow"
        },
        {
          "id": "FANflAQMrxEthKCFN7NGC",
          "type": "arrow"
        }
      ],
      "updated": 1678712307317,
      "link": null,
      "locked": false
    },
    {
      "type": "text",
      "version": 119,
      "versionNonce": 13155207,
      "isDeleted": false,
      "id": "uwP3p8RNPpXz00xPw7M77",
      "fillStyle": "hachure",
      "strokeWidth": 1,
      "strokeStyle": "dotted",
      "roughness": 1,
      "opacity": 100,
      "angle": 0,
      "x": 614.7540435791016,
      "y": 564.1,
      "strokeColor": "#000000",
      "backgroundColor": "transparent",
      "width": 108.99191284179688,
      "height": 76.8,
      "seed": 1797872021,
      "groupIds": [],
      "roundness": null,
      "boundElements": [],
      "updated": 1678712279564,
      "link": null,
      "locked": false,
      "fontSize": 16,
      "fontFamily": 1,
      "text": "Cognitive \nSearch\n(Persist \nIndexed docs)",
      "textAlign": "center",
      "verticalAlign": "middle",
      "containerId": "zZRftBC8avH1wavb3trJs",
      "originalText": "Cognitive Search\n(Persist Indexed docs)"
    },
    {
      "type": "ellipse",
      "version": 2895,
      "versionNonce": 830455559,
      "isDeleted": false,
      "id": "opcWnrmfO6i0VWVk4X3uR",
      "fillStyle": "hachure",
      "strokeWidth": 1,
      "strokeStyle": "dotted",
      "roughness": 1,
      "opacity": 100,
      "angle": 0,
      "x": 605.5,
      "y": 523.5,
      "strokeColor": "#000000",
      "backgroundColor": "#be4bdb",
      "width": 124.5,
      "height": 42,
      "seed": 1683912763,
      "groupIds": [],
      "roundness": {
        "type": 2
      },
      "boundElements": [
        {
          "id": "FANflAQMrxEthKCFN7NGC",
          "type": "arrow"
        }
      ],
      "updated": 1678712904744,
      "link": null,
      "locked": false
    },
    {
      "type": "arrow",
      "version": 603,
      "versionNonce": 995472039,
      "isDeleted": false,
      "id": "rh2pCyT4yuWntQJ5gT735",
      "fillStyle": "hachure",
      "strokeWidth": 1,
      "strokeStyle": "dotted",
      "roughness": 1,
      "opacity": 100,
      "angle": 0,
      "x": 536.5809225555511,
      "y": 625.9731583270672,
      "strokeColor": "#000000",
      "backgroundColor": "#be4bdb",
      "width": 66,
      "height": 2.398361452524,
      "seed": 113182043,
      "groupIds": [],
      "roundness": {
        "type": 2
      },
      "boundElements": [],
      "updated": 1678712279564,
      "link": null,
      "locked": false,
      "startBinding": {
        "elementId": "6pYw1ydaELNAZcLxGKkKQ",
        "focus": -0.06983641208117367,
        "gap": 7.580922555551069
      },
      "endBinding": {
        "elementId": "zZRftBC8avH1wavb3trJs",
        "focus": -0.3179090932297773,
        "gap": 6.919077444448931
      },
      "lastCommittedPoint": null,
      "startArrowhead": null,
      "endArrowhead": "triangle",
      "points": [
        [
          0,
          0
        ],
        [
          66,
          -2.398361452524
        ]
      ]
    },
    {
      "type": "text",
      "version": 296,
      "versionNonce": 541391111,
      "isDeleted": false,
      "id": "WB0v8CcCSPXBy6uvrSlx8",
      "fillStyle": "hachure",
      "strokeWidth": 1,
      "strokeStyle": "dotted",
      "roughness": 1,
      "opacity": 100,
      "angle": 0,
      "x": 348.5,
      "y": 459,
      "strokeColor": "#000000",
      "backgroundColor": "#be4bdb",
      "width": 224.83189392089844,
      "height": 38.4,
      "seed": 917337237,
      "groupIds": [],
      "roundness": null,
      "boundElements": [],
      "updated": 1678712275846,
      "link": null,
      "locked": false,
      "fontSize": 16,
      "fontFamily": 1,
      "text": "Converted Sections\nContent, Source file, page# ",
      "textAlign": "left",
      "verticalAlign": "top",
      "containerId": null,
      "originalText": "Converted Sections\nContent, Source file, page# "
    },
    {
      "type": "rectangle",
      "version": 387,
      "versionNonce": 2001655367,
      "isDeleted": false,
      "id": "xvgkF9kLC4IY8icxbrzeu",
      "fillStyle": "hachure",
      "strokeWidth": 1,
      "strokeStyle": "dotted",
      "roughness": 1,
      "opacity": 100,
      "angle": 0,
      "x": 796,
      "y": 271,
      "strokeColor": "#000000",
      "backgroundColor": "#12b886",
      "width": 127,
      "height": 68,
      "seed": 1206657365,
      "groupIds": [],
      "roundness": {
        "type": 3
      },
      "boundElements": [
        {
          "type": "text",
          "id": "GvzDAOUWyunHxvu2Eqw8R"
        },
        {
          "id": "mPKZeLu0zvf0CsCzGAAoO",
          "type": "arrow"
        },
        {
          "id": "FANflAQMrxEthKCFN7NGC",
          "type": "arrow"
        }
      ],
      "updated": 1678712304452,
      "link": null,
      "locked": false
    },
    {
      "type": "text",
      "version": 350,
      "versionNonce": 174445993,
      "isDeleted": false,
      "id": "GvzDAOUWyunHxvu2Eqw8R",
      "fillStyle": "hachure",
      "strokeWidth": 1,
      "strokeStyle": "dotted",
      "roughness": 1,
      "opacity": 100,
      "angle": 0,
      "x": 802.6200332641602,
      "y": 276.2,
      "strokeColor": "#000000",
      "backgroundColor": "#12b886",
      "width": 113.75993347167969,
      "height": 57.599999999999994,
      "seed": 1312622139,
      "groupIds": [],
      "roundness": null,
      "boundElements": [],
      "updated": 1678712304452,
      "link": null,
      "locked": false,
      "fontSize": 16,
      "fontFamily": 1,
      "text": "User / \nConversational\nUI",
      "textAlign": "center",
      "verticalAlign": "middle",
      "containerId": "xvgkF9kLC4IY8icxbrzeu",
      "originalText": "User / Conversational UI"
    },
    {
      "type": "arrow",
      "version": 1134,
      "versionNonce": 239332009,
      "isDeleted": false,
      "id": "FANflAQMrxEthKCFN7NGC",
      "fillStyle": "hachure",
      "strokeWidth": 1,
      "strokeStyle": "dotted",
      "roughness": 1,
      "opacity": 100,
      "angle": 0,
      "x": 807.0595757128337,
      "y": 348.6238894873693,
      "strokeColor": "#000000",
      "backgroundColor": "#12b886",
      "width": 121.27768869179249,
      "height": 181.42766405297562,
      "seed": 320017435,
      "groupIds": [],
      "roundness": {
        "type": 2
      },
      "boundElements": [],
      "updated": 1678712308286,
      "link": null,
      "locked": false,
      "startBinding": {
        "elementId": "xvgkF9kLC4IY8icxbrzeu",
        "focus": 0.26997652208623296,
        "gap": 9.623889487369297
      },
      "endBinding": {
        "elementId": "zZRftBC8avH1wavb3trJs",
        "focus": -0.3270900662656282,
        "gap": 15.948446459655088
      },
      "lastCommittedPoint": null,
      "startArrowhead": null,
      "endArrowhead": "triangle",
      "points": [
        [
          0,
          0
        ],
        [
          -121.27768869179249,
          181.42766405297562
        ]
      ]
    },
    {
      "type": "rectangle",
      "version": 693,
      "versionNonce": 1719559497,
      "isDeleted": false,
      "id": "Oki5UL9JDIKws3aHthbqv",
      "fillStyle": "hachure",
      "strokeWidth": 1,
      "strokeStyle": "dotted",
      "roughness": 1,
      "opacity": 100,
      "angle": 0,
      "x": 848,
      "y": 572,
      "strokeColor": "#000000",
      "backgroundColor": "#fa5252",
      "width": 148,
      "height": 68,
      "seed": 1388509179,
      "groupIds": [],
      "roundness": {
        "type": 3
      },
      "boundElements": [
        {
          "id": "FANflAQMrxEthKCFN7NGC",
          "type": "arrow"
        },
        {
          "id": "nXzCJFLzAs94rsPdRZMca",
          "type": "arrow"
        },
        {
          "type": "text",
          "id": "OMXZiMfz3CYD4YgHiI68N"
        },
        {
          "id": "ABWJ-V6_3RIhPQinMk1bS",
          "type": "arrow"
        },
        {
          "id": "mPKZeLu0zvf0CsCzGAAoO",
          "type": "arrow"
        }
      ],
      "updated": 1678712457980,
      "link": null,
      "locked": false
    },
    {
      "type": "text",
      "version": 550,
      "versionNonce": 318517191,
      "isDeleted": false,
      "id": "OMXZiMfz3CYD4YgHiI68N",
      "fillStyle": "hachure",
      "strokeWidth": 1,
      "strokeStyle": "dotted",
      "roughness": 1,
      "opacity": 100,
      "angle": 0,
      "x": 870.8160247802734,
      "y": 586.8,
      "strokeColor": "#000000",
      "backgroundColor": "#be4bdb",
      "width": 102.36795043945312,
      "height": 38.4,
      "seed": 1761925429,
      "groupIds": [],
      "roundness": null,
      "boundElements": [],
      "updated": 1678712457980,
      "link": null,
      "locked": false,
      "fontSize": 16,
      "fontFamily": 1,
      "text": "OpenAI LLM \n(GPT 3.5)",
      "textAlign": "center",
      "verticalAlign": "middle",
      "containerId": "Oki5UL9JDIKws3aHthbqv",
      "originalText": "OpenAI LLM (GPT 3.5)"
    },
    {
      "type": "arrow",
      "version": 512,
      "versionNonce": 1469095655,
      "isDeleted": false,
      "id": "ABWJ-V6_3RIhPQinMk1bS",
      "fillStyle": "hachure",
      "strokeWidth": 1,
      "strokeStyle": "dotted",
      "roughness": 1,
      "opacity": 100,
      "angle": 0,
      "x": 741.5739644970414,
      "y": 596.2535034022521,
      "strokeColor": "#000000",
      "backgroundColor": "#fa5252",
      "width": 100.39053254437874,
      "height": 0.028737878181686938,
      "seed": 290604603,
      "groupIds": [],
      "roundness": {
        "type": 2
      },
      "boundElements": [],
      "updated": 1678712457981,
      "link": null,
      "locked": false,
      "startBinding": {
        "elementId": "zZRftBC8avH1wavb3trJs",
        "gap": 12.57396449704142,
        "focus": -0.10580074458268367
      },
      "endBinding": {
        "elementId": "Oki5UL9JDIKws3aHthbqv",
        "gap": 6.035502958579881,
        "focus": 0.28496503496503495
      },
      "lastCommittedPoint": null,
      "startArrowhead": null,
      "endArrowhead": "triangle",
      "points": [
        [
          0,
          0
        ],
        [
          100.39053254437874,
          0.028737878181686938
        ]
      ]
    },
    {
      "type": "text",
      "version": 120,
      "versionNonce": 113585991,
      "isDeleted": false,
      "id": "G_TVsRkZytKrnk5xHRWEY",
      "fillStyle": "hachure",
      "strokeWidth": 1,
      "strokeStyle": "dotted",
      "roughness": 1,
      "opacity": 100,
      "angle": 0,
      "x": 744,
      "y": 607,
      "strokeColor": "#000000",
      "backgroundColor": "#fa5252",
      "width": 55.423980712890625,
      "height": 38.4,
      "seed": 110659893,
      "groupIds": [],
      "roundness": null,
      "boundElements": [],
      "updated": 1678712298277,
      "link": null,
      "locked": false,
      "fontSize": 16,
      "fontFamily": 1,
      "text": "Top K \nResult",
      "textAlign": "left",
      "verticalAlign": "top",
      "containerId": null,
      "originalText": "Top K \nResult"
    },
    {
      "type": "arrow",
      "version": 835,
      "versionNonce": 1779051015,
      "isDeleted": false,
      "id": "mPKZeLu0zvf0CsCzGAAoO",
      "fillStyle": "hachure",
      "strokeWidth": 1,
      "strokeStyle": "dotted",
      "roughness": 1,
      "opacity": 100,
      "angle": 0,
      "x": 957.2638473954494,
      "y": 565.9287840061622,
      "strokeColor": "#000000",
      "backgroundColor": "#fa5252",
      "width": 78.52651773825778,
      "height": 218.32789468155875,
      "seed": 1770398651,
      "groupIds": [],
      "roundness": {
        "type": 2
      },
      "boundElements": [],
      "updated": 1678712457981,
      "link": null,
      "locked": false,
      "startBinding": {
        "elementId": "Oki5UL9JDIKws3aHthbqv",
        "gap": 6.07121599383775,
        "focus": 0.576236498010233
      },
      "endBinding": {
        "elementId": "xvgkF9kLC4IY8icxbrzeu",
        "gap": 8.60088932460348,
        "focus": -0.051697140233349426
      },
      "lastCommittedPoint": null,
      "startArrowhead": null,
      "endArrowhead": "triangle",
      "points": [
        [
          0,
          0
        ],
        [
          -78.52651773825778,
          -218.32789468155875
        ]
      ]
    },
    {
      "type": "text",
      "version": 138,
      "versionNonce": 914523241,
      "isDeleted": false,
      "id": "YYBAFMtKLCQb_-sWSQb6K",
      "fillStyle": "hachure",
      "strokeWidth": 1,
      "strokeStyle": "dotted",
      "roughness": 1,
      "opacity": 100,
      "angle": 0,
      "x": 858.5,
      "y": 517,
      "strokeColor": "#000000",
      "backgroundColor": "#fa5252",
      "width": 52.031951904296875,
      "height": 19.2,
      "seed": 106224405,
      "groupIds": [],
      "roundness": null,
      "boundElements": [],
      "updated": 1678712321932,
      "link": null,
      "locked": false,
      "fontSize": 16,
      "fontFamily": 1,
      "text": "Answer",
      "textAlign": "left",
      "verticalAlign": "top",
      "containerId": null,
      "originalText": "Answer"
    },
    {
      "type": "text",
      "version": 150,
      "versionNonce": 495192841,
      "isDeleted": false,
      "id": "TmVA4sLRIhHjioEGBMv0M",
      "fillStyle": "hachure",
      "strokeWidth": 1,
      "strokeStyle": "dotted",
      "roughness": 1,
      "opacity": 100,
      "angle": 0,
      "x": 722.5,
      "y": 474,
      "strokeColor": "#000000",
      "backgroundColor": "#228be6",
      "width": 66.68797302246094,
      "height": 19.2,
      "seed": 198802901,
      "groupIds": [],
      "roundness": null,
      "boundElements": [],
      "updated": 1678712314748,
      "link": null,
      "locked": false,
      "fontSize": 16,
      "fontFamily": 1,
      "text": "Question",
      "textAlign": "left",
      "verticalAlign": "top",
      "containerId": null,
      "originalText": "Question"
    },
    {
      "type": "text",
      "version": 76,
      "versionNonce": 1010943689,
      "isDeleted": false,
      "id": "CPfsZEuXZ7r-T76KLjAtb",
      "fillStyle": "hachure",
      "strokeWidth": 1,
      "strokeStyle": "dotted",
      "roughness": 1,
      "opacity": 100,
      "angle": 0,
      "x": 751,
      "y": 568.5,
      "strokeColor": "#000000",
      "backgroundColor": "#228be6",
      "width": 53.375946044921875,
      "height": 19.2,
      "seed": 2013467291,
      "groupIds": [],
      "roundness": null,
      "boundElements": [],
      "updated": 1678712459927,
      "link": null,
      "locked": false,
      "fontSize": 16,
      "fontFamily": 1,
      "text": "Prompt",
      "textAlign": "left",
      "verticalAlign": "top",
      "containerId": null,
      "originalText": "Prompt"
    },
    {
      "id": "M-3uqXuKol9dAJtGV6h6N",
      "type": "arrow",
      "x": 294,
      "y": 622.6178844276789,
      "width": 52,
      "height": 0.747675018300356,
      "angle": 0,
      "strokeColor": "#000000",
      "backgroundColor": "#15aabf",
      "fillStyle": "hachure",
      "strokeWidth": 1,
      "strokeStyle": "dotted",
      "roughness": 1,
      "opacity": 100,
      "groupIds": [],
      "roundness": {
        "type": 2
      },
      "seed": 1507994793,
      "version": 480,
      "versionNonce": 1542279593,
      "isDeleted": false,
      "boundElements": null,
      "updated": 1678712275846,
      "link": null,
      "locked": false,
      "points": [
        [
          0,
          0
        ],
        [
          52,
          -0.747675018300356
        ]
      ],
      "lastCommittedPoint": null,
      "startBinding": {
        "elementId": "nvxckol7Ry0HjXdh2KdTU",
        "focus": 0.04719067984073146,
        "gap": 3
      },
      "endBinding": {
        "elementId": "6pYw1ydaELNAZcLxGKkKQ",
        "focus": 0.12714084223252065,
        "gap": 5
      },
      "startArrowhead": null,
      "endArrowhead": "triangle"
    },
    {
      "id": "QwaQ1mm89j5mBqjuNyRTu",
      "type": "rectangle",
      "x": 127.5,
      "y": 358,
      "width": 163,
      "height": 93,
      "angle": 0,
      "strokeColor": "#000000",
      "backgroundColor": "#be4bdb",
      "fillStyle": "hachure",
      "strokeWidth": 1,
      "strokeStyle": "dotted",
      "roughness": 1,
      "opacity": 100,
      "groupIds": [],
      "roundness": {
        "type": 3
      },
      "seed": 1656886983,
      "version": 163,
      "versionNonce": 390138825,
      "isDeleted": false,
      "boundElements": [
        {
          "id": "2Q8hPEoxwJpnxUl0_8r-i",
          "type": "arrow"
        },
        {
          "type": "text",
          "id": "X72-Gi0JVxfjwSDcXFbYN"
        }
      ],
      "updated": 1678712266609,
      "link": null,
      "locked": false
    },
    {
      "id": "X72-Gi0JVxfjwSDcXFbYN",
      "type": "text",
      "x": 142.06403350830078,
      "y": 375.7,
      "width": 133.87193298339844,
      "height": 57.599999999999994,
      "angle": 0,
      "strokeColor": "#000000",
      "backgroundColor": "#be4bdb",
      "fillStyle": "hachure",
      "strokeWidth": 1,
      "strokeStyle": "dotted",
      "roughness": 1,
      "opacity": 100,
      "groupIds": [],
      "roundness": null,
      "seed": 1835520905,
      "version": 81,
      "versionNonce": 1107112263,
      "isDeleted": false,
      "boundElements": null,
      "updated": 1678712266609,
      "link": null,
      "locked": false,
      "text": "Blob - Store \nsection & pages \nfor Reference",
      "fontSize": 16,
      "fontFamily": 1,
      "textAlign": "center",
      "verticalAlign": "middle",
      "containerId": "QwaQ1mm89j5mBqjuNyRTu",
      "originalText": "Blob - Store section & pages for Reference"
    },
    {
      "id": "2Q8hPEoxwJpnxUl0_8r-i",
      "type": "arrow",
      "x": 197.59099685016378,
      "y": 550,
      "width": 2.671745584336577,
      "height": 96,
      "angle": 0,
      "strokeColor": "#000000",
      "backgroundColor": "#be4bdb",
      "fillStyle": "hachure",
      "strokeWidth": 1,
      "strokeStyle": "dotted",
      "roughness": 1,
      "opacity": 100,
      "groupIds": [],
      "roundness": {
        "type": 2
      },
      "seed": 916761353,
      "version": 253,
      "versionNonce": 1375039591,
      "isDeleted": false,
      "boundElements": null,
      "updated": 1678712266609,
      "link": null,
      "locked": false,
      "points": [
        [
          0,
          0
        ],
        [
          2.671745584336577,
          -96
        ]
      ],
      "lastCommittedPoint": null,
      "startBinding": {
        "elementId": "nvxckol7Ry0HjXdh2KdTU",
        "focus": -0.05648007402022339,
        "gap": 4.5
      },
      "endBinding": {
        "elementId": "QwaQ1mm89j5mBqjuNyRTu",
        "focus": 0.0888908312210471,
        "gap": 3
      },
      "startArrowhead": null,
      "endArrowhead": "triangle"
    },
    {
      "id": "P_WTtIXrCD-WYmuWpbCEU",
      "type": "text",
      "x": 650,
      "y": 411,
      "width": 106.87994384765625,
      "height": 38.4,
      "angle": 0,
      "strokeColor": "#000000",
      "backgroundColor": "#fa5252",
      "fillStyle": "hachure",
      "strokeWidth": 1,
      "strokeStyle": "dotted",
      "roughness": 1,
      "opacity": 100,
      "groupIds": [],
      "roundness": null,
      "seed": 1685454567,
      "version": 228,
      "versionNonce": 2137134407,
      "isDeleted": false,
      "boundElements": [
        {
          "id": "FANflAQMrxEthKCFN7NGC",
          "type": "arrow"
        }
      ],
      "updated": 1678712310398,
      "link": null,
      "locked": false,
      "text": "Conversation \nturn",
      "fontSize": 16,
      "fontFamily": 1,
      "textAlign": "left",
      "verticalAlign": "top",
      "containerId": null,
      "originalText": "Conversation \nturn"
    },
    {
      "id": "n5IVEZJ8oSc4I-lS4RcB1",
      "type": "text",
      "x": 910,
      "y": 370,
      "width": 525.1837158203125,
      "height": 115.19999999999999,
      "angle": 0,
      "strokeColor": "#000000",
      "backgroundColor": "#fa5252",
      "fillStyle": "hachure",
      "strokeWidth": 1,
      "strokeStyle": "dotted",
      "roughness": 1,
      "opacity": 100,
      "groupIds": [],
      "roundness": null,
      "seed": 1553949769,
      "version": 224,
      "versionNonce": 477827367,
      "isDeleted": false,
      "boundElements": null,
      "updated": 1678712317729,
      "link": null,
      "locked": false,
      "text": "Citations: Each statement in the response \n  includes a citation with a link to the source content.\nSupporting content: Each response or displays \n  all the original content that was fed into the prompt as facts.\nOrchestration process: See the entire interaction process, \n   including intermediate results and generated prompts.",
      "fontSize": 16,
      "fontFamily": 1,
      "textAlign": "left",
      "verticalAlign": "top",
      "containerId": null,
      "originalText": "Citations: Each statement in the response \n  includes a citation with a link to the source content.\nSupporting content: Each response or displays \n  all the original content that was fed into the prompt as facts.\nOrchestration process: See the entire interaction process, \n   including intermediate results and generated prompts."
    },
    {
      "id": "SayHhzaVL19f7sBB2-R1I",
      "type": "text",
      "x": -14,
      "y": 771.5,
      "width": 166.7198944091797,
      "height": 19.2,
      "angle": 0,
      "strokeColor": "#000000",
      "backgroundColor": "#fa5252",
      "fillStyle": "hachure",
      "strokeWidth": 1,
      "strokeStyle": "dotted",
      "roughness": 1,
      "opacity": 100,
      "groupIds": [],
      "roundness": null,
      "seed": 969730311,
      "version": 47,
      "versionNonce": 2097494889,
      "isDeleted": false,
      "boundElements": null,
      "updated": 1678712428942,
      "link": null,
      "locked": false,
      "text": "Interacting Patterns",
      "fontSize": 16,
      "fontFamily": 1,
      "textAlign": "left",
      "verticalAlign": "top",
      "containerId": null,
      "originalText": "Interacting Patterns"
    },
    {
      "id": "iKAsSwQWsWIH51Nlk4fRN",
      "type": "text",
      "x": 63,
      "y": 806.5,
      "width": 205.1998748779297,
      "height": 19.2,
      "angle": 0,
      "strokeColor": "#862e9c",
      "backgroundColor": "#fa5252",
      "fillStyle": "hachure",
      "strokeWidth": 1,
      "strokeStyle": "dotted",
      "roughness": 1,
      "opacity": 100,
      "groupIds": [],
      "roundness": null,
      "seed": 2028233831,
      "version": 148,
      "versionNonce": 1274246953,
      "isDeleted": false,
      "boundElements": null,
      "updated": 1678712483378,
      "link": null,
      "locked": false,
      "text": "Retrieve-then-Read (RTR)",
      "fontSize": 16,
      "fontFamily": 1,
      "textAlign": "left",
      "verticalAlign": "top",
      "containerId": null,
      "originalText": "Retrieve-then-Read (RTR)"
    },
    {
      "id": "1v36h4UyL10SoYm29O9mM",
      "type": "rectangle",
      "x": 45.5,
      "y": 838,
      "width": 244,
      "height": 259.6,
      "angle": 0,
      "strokeColor": "#000000",
      "backgroundColor": "#ced4da",
      "fillStyle": "hachure",
      "strokeWidth": 1,
      "strokeStyle": "dotted",
      "roughness": 1,
      "opacity": 100,
      "groupIds": [],
      "roundness": {
        "type": 3
      },
      "seed": 176354695,
      "version": 164,
      "versionNonce": 1624419367,
      "isDeleted": false,
      "boundElements": [
        {
          "type": "text",
          "id": "VeVXKaJZQDQptikBlGegf"
        }
      ],
      "updated": 1678712443927,
      "link": null,
      "locked": false
    },
    {
      "id": "VeVXKaJZQDQptikBlGegf",
      "type": "text",
      "x": 51.82006072998047,
      "y": 843,
      "width": 231.35987854003906,
      "height": 249.6,
      "angle": 0,
      "strokeColor": "#000000",
      "backgroundColor": "#fa5252",
      "fillStyle": "hachure",
      "strokeWidth": 1,
      "strokeStyle": "dotted",
      "roughness": 1,
      "opacity": 100,
      "groupIds": [],
      "roundness": null,
      "seed": 1237149321,
      "version": 91,
      "versionNonce": 12320903,
      "isDeleted": false,
      "boundElements": null,
      "updated": 1678712465357,
      "link": null,
      "locked": false,
      "text": "A simple starting point for \nsingle-shot Q&A scenarios, \nwhere the user question \ncontains enough information \nto retrieve candidates from \nthe search index. This \napproach simply uses the \nquestion to retrieve from \nthe index, take the top few \ncandidates, and inline them in\na prompt along with \ninstructions and the question\nitself.",
      "fontSize": 16,
      "fontFamily": 1,
      "textAlign": "center",
      "verticalAlign": "middle",
      "containerId": "1v36h4UyL10SoYm29O9mM",
      "originalText": "A simple starting point for single-shot Q&A scenarios, where the user question contains enough information to retrieve candidates from the search index. This approach simply uses the question to retrieve from the index, take the top few candidates, and inline them in a prompt along with instructions and the question itself."
    },
    {
      "type": "rectangle",
      "version": 381,
      "versionNonce": 1084290441,
      "isDeleted": false,
      "id": "tzRXJwoUjPQ64DayQ68So",
      "fillStyle": "hachure",
      "strokeWidth": 1,
      "strokeStyle": "dotted",
      "roughness": 1,
      "opacity": 100,
      "angle": 0,
      "x": 316.5,
      "y": 833.7,
      "strokeColor": "#000000",
      "backgroundColor": "#ced4da",
      "width": 469,
      "height": 262,
      "seed": 55678727,
      "groupIds": [],
      "roundness": {
        "type": 3
      },
      "boundElements": [
        {
          "type": "text",
          "id": "nSqK7FD4RSttDXVpuluBg"
        }
      ],
      "updated": 1678712574040,
      "link": null,
      "locked": false
    },
    {
      "type": "text",
      "version": 363,
      "versionNonce": 1312408455,
      "isDeleted": false,
      "id": "nSqK7FD4RSttDXVpuluBg",
      "fillStyle": "hachure",
      "strokeWidth": 1,
      "strokeStyle": "dotted",
      "roughness": 1,
      "opacity": 100,
      "angle": 0,
      "x": 323.2480926513672,
      "y": 859.1,
      "strokeColor": "#000000",
      "backgroundColor": "#fa5252",
      "width": 455.5038146972656,
      "height": 211.2,
      "seed": 1165787369,
      "groupIds": [],
      "roundness": null,
      "boundElements": null,
      "updated": 1678712574040,
      "link": null,
      "locked": false,
      "fontSize": 16,
      "fontFamily": 1,
      "text": "In many cases a user question alone is not good enough \nfor retrieval. For example, in conversational settings, the\nlast user turn may be just a few words representing a \nfollow-up point or question and cannot be used to \nretrieve related knowledge effectively. Even in single-shot\ninteractions, context needs to be accounted for. In \nthese cases, an interesting approach is to use ChatGPT\nfor search query generation, by asking the tool to \ncreate a summary of the conversation for retrieval \npurposes and accounting for any context you want to \ninject.",
      "textAlign": "center",
      "verticalAlign": "middle",
      "containerId": "tzRXJwoUjPQ64DayQ68So",
      "originalText": "In many cases a user question alone is not good enough for retrieval. For example, in conversational settings, the last user turn may be just a few words representing a follow-up point or question and cannot be used to retrieve related knowledge effectively. Even in single-shot interactions, context needs to be accounted for. In these cases, an interesting approach is to use ChatGPT for search query generation, by asking the tool to create a summary of the conversation for retrieval purposes and accounting for any context you want to inject."
    },
    {
      "type": "text",
      "version": 343,
      "versionNonce": 531900967,
      "isDeleted": false,
      "id": "Zq5eEOxcUzfPC2PmGCSGY",
      "fillStyle": "hachure",
      "strokeWidth": 1,
      "strokeStyle": "dotted",
      "roughness": 1,
      "opacity": 100,
      "angle": 0,
      "x": 442.40006256103516,
      "y": 799.9000000000001,
      "strokeColor": "#862e9c",
      "backgroundColor": "#fa5252",
      "width": 209.39186096191406,
      "height": 19.2,
      "seed": 1185390889,
      "groupIds": [],
      "roundness": null,
      "boundElements": null,
      "updated": 1678712577620,
      "link": null,
      "locked": false,
      "fontSize": 16,
      "fontFamily": 1,
      "text": "Read-Retrieve-Read (RRR)",
      "textAlign": "left",
      "verticalAlign": "top",
      "containerId": null,
      "originalText": "Read-Retrieve-Read (RRR)"
    },
    {
      "type": "text",
      "version": 407,
      "versionNonce": 927801161,
      "isDeleted": false,
      "id": "bjqCcd0bBQpCjxmHnz1sf",
      "fillStyle": "hachure",
      "strokeWidth": 1,
      "strokeStyle": "dotted",
      "roughness": 1,
      "opacity": 100,
      "angle": 0,
      "x": 907.804069519043,
      "y": 793.9000000000001,
      "strokeColor": "#862e9c",
      "backgroundColor": "#fa5252",
      "width": 215.82383728027344,
      "height": 19.2,
      "seed": 1029629831,
      "groupIds": [],
      "roundness": null,
      "boundElements": null,
      "updated": 1678712651985,
      "link": null,
      "locked": false,
      "fontSize": 16,
      "fontFamily": 1,
      "text": "Read-Decompose-Ask (RDA)",
      "textAlign": "left",
      "verticalAlign": "top",
      "containerId": null,
      "originalText": "Read-Decompose-Ask (RDA)"
    },
    {
      "type": "rectangle",
      "version": 434,
      "versionNonce": 1184626791,
      "isDeleted": false,
      "id": "eBmJWJP1G5LwrE116Ff3A",
      "fillStyle": "hachure",
      "strokeWidth": 1,
      "strokeStyle": "dotted",
      "roughness": 1,
      "opacity": 100,
      "angle": 0,
      "x": 807,
      "y": 829.5,
      "strokeColor": "#000000",
      "backgroundColor": "#ced4da",
      "width": 469,
      "height": 259.6,
      "seed": 2088092903,
      "groupIds": [],
      "roundness": {
        "type": 3
      },
      "boundElements": [
        {
          "type": "text",
          "id": "SzdggCDtQ6qzwMRLz_D-8"
        }
      ],
      "updated": 1678712739876,
      "link": null,
      "locked": false
    },
    {
      "type": "text",
      "version": 443,
      "versionNonce": 773229705,
      "isDeleted": false,
      "id": "SzdggCDtQ6qzwMRLz_D-8",
      "fillStyle": "hachure",
      "strokeWidth": 1,
      "strokeStyle": "dotted",
      "roughness": 1,
      "opacity": 100,
      "angle": 0,
      "x": 812.2281188964844,
      "y": 834.5,
      "strokeColor": "#000000",
      "backgroundColor": "#fa5252",
      "width": 458.54376220703125,
      "height": 249.6,
      "seed": 40018185,
      "groupIds": [],
      "roundness": null,
      "boundElements": null,
      "updated": 1678712743369,
      "link": null,
      "locked": false,
      "fontSize": 16,
      "fontFamily": 1,
      "text": "Often a single interaction between the user input, the \nprompt instructions, and the knowledge base is not \nenough. For example, it’s been shown that asking LLM to \ndecompose responses into small steps increases the \nquality of responses and avoids certain error patterns. \nOnce a question is decomposed, smaller and more pointed \nquestions can be asked to external sources, either as \nunstructured searches, or as factoid question-answering \nsteps, or as lookups in external systems. It includes the\nintroduction of CoT (chain of thought) prompting and \nsubsequent work, the ReAct approach to combine CoT \nwith tools, and the Toolformer approach to teach models\nhow to use multiple tools to produce a response.",
      "textAlign": "center",
      "verticalAlign": "middle",
      "containerId": "eBmJWJP1G5LwrE116Ff3A",
      "originalText": "Often a single interaction between the user input, the prompt instructions, and the knowledge base is not enough. For example, it’s been shown that asking LLM to decompose responses into small steps increases the quality of responses and avoids certain error patterns. Once a question is decomposed, smaller and more pointed questions can be asked to external sources, either as unstructured searches, or as factoid question-answering steps, or as lookups in external systems. It includes the introduction of CoT (chain of thought) prompting and subsequent work, the ReAct approach to combine CoT with tools, and the Toolformer approach to teach models how to use multiple tools to produce a response."
    },
    {
      "id": "wlI39Qdt993Nt2XL3v-f2",
      "type": "text",
      "x": 749,
      "y": 657,
      "width": 141.75991821289062,
      "height": 38.4,
      "angle": 0,
      "strokeColor": "#000000",
      "backgroundColor": "#ced4da",
      "fillStyle": "hachure",
      "strokeWidth": 1,
      "strokeStyle": "dotted",
      "roughness": 1,
      "opacity": 100,
      "groupIds": [],
      "roundness": null,
      "seed": 187036583,
      "version": 39,
      "versionNonce": 1911741767,
      "isDeleted": false,
      "boundElements": null,
      "updated": 1678712857030,
      "link": null,
      "locked": false,
      "text": "Semantic ranking,\nSemantic Captions",
      "fontSize": 16,
      "fontFamily": 1,
      "textAlign": "left",
      "verticalAlign": "top",
      "containerId": null,
      "originalText": "Semantic ranking,\nSemantic Captions"
    }
  ],
  "appState": {
    "gridSize": null,
    "viewBackgroundColor": "#ffffff"
  },
  "files": {}
}