{
  "type": "tweet",
  "id": "2070942495832470001",
  "url": "https://x.com/omarsar0/status/2070942495832470001",
  "twitterUrl": "https://twitter.com/omarsar0/status/2070942495832470001",
  "text": "If you use LLM-as-judge, this one is worth reading.\n\n(bookmark it)\n\nIt's actually one of the most effective ways to use LLM-as-a-Judge for evals.\n\nHolistic judge scores hide both their reasoning and their ceiling effects.\n\nBINEVAL decomposes each evaluation criterion into atomic yes-or-no questions, answers each independently per output, then aggregates the verdicts into calibrated multi-dimensional scores.\n\nEvery question-level verdict is inspectable, so you can diagnose exactly why an output scored low, and the same verdicts feed straight back as targeted prompt-improvement signal.\n\nAcross SummEval, Topical-Chat, and QAGS, it matches or beats UniEval and G-Eval, training-free, with especially strong results on factual consistency.\n\nPaper: https://t.co/oar6BZcasm\n\nLearn to build effective AI agents in our academy: https://t.co/1e8RZKs4uX",
  "source": "Twitter for iPhone",
  "retweetCount": 219,
  "replyCount": 47,
  "likeCount": 1903,
  "quoteCount": 14,
  "viewCount": 185102,
  "createdAt": "Sat Jun 27 18:49:01 +0000 2026",
  "lang": "en",
  "bookmarkCount": 3472,
  "isReply": false,
  "inReplyToId": null,
  "conversationId": "2070942495832470001",
  "displayTextRange": [
    0,
    279
  ],
  "inReplyToUserId": null,
  "inReplyToUsername": null,
  "author": {
    "type": "user",
    "userName": "omarsar0",
    "url": "https://x.com/omarsar0",
    "twitterUrl": "https://twitter.com/omarsar0",
    "id": "3448284313",
    "name": "elvis",
    "isVerified": false,
    "isBlueVerified": true,
    "verifiedType": null,
    "profilePicture": "https://pbs.twimg.com/profile_images/939313677647282181/vZjFWtAn_normal.jpg",
    "coverPicture": "https://pbs.twimg.com/profile_banners/3448284313/1565974901",
    "description": "",
    "location": "DAIR.AI Academy",
    "followers": 309162,
    "following": 882,
    "status": "",
    "canDm": true,
    "canMediaTag": true,
    "createdAt": "Fri Sep 04 12:59:26 +0000 2015",
    "entities": {
      "description": {
        "urls": []
      },
      "url": {}
    },
    "fastFollowersCount": 0,
    "favouritesCount": 37079,
    "hasCustomTimelines": true,
    "isTranslator": true,
    "mediaCount": 4752,
    "statusesCount": 18502,
    "withheldInCountries": [],
    "affiliatesHighlightedLabel": {},
    "possiblySensitive": false,
    "pinnedTweetIds": [
      "2071595490454434214"
    ],
    "profile_bio": {
      "description": "Building self-improving AI @dair_ai • Prev: Meta AI | PhD • Learn about AI Agents for FREE here: https://t.co/P5SA9u54xO",
      "entities": {
        "description": {
          "urls": [
            {
              "display_url": "academy.dair.ai/courses/elemen…",
              "expanded_url": "https://academy.dair.ai/courses/elements-of-ai-agents",
              "indices": [
                97,
                120
              ],
              "url": "https://t.co/P5SA9u54xO"
            }
          ],
          "user_mentions": [
            {
              "id_str": "",
              "indices": [
                27,
                35
              ],
              "name": "",
              "screen_name": "dair_ai"
            }
          ]
        },
        "url": {
          "urls": [
            {
              "display_url": "dair.ai",
              "expanded_url": "https://www.dair.ai/",
              "indices": [
                0,
                23
              ],
              "url": "https://t.co/XQto5ypkSM"
            }
          ]
        }
      }
    },
    "isAutomated": false,
    "automatedBy": null
  },
  "extendedEntities": {
    "media": [
      {
        "display_url": "pic.twitter.com/LnahHd5uxH",
        "expanded_url": "https://twitter.com/omarsar0/status/2070942495832470001/photo/1",
        "ext_master_playlist_only": [],
        "ext_media_availability": {
          "status": "Available"
        },
        "ext_playlists": [],
        "features": {
          "large": {
            "faces": [
              {
                "h": 99,
                "w": 99,
                "x": 781,
                "y": 1417
              },
              {
                "h": 121,
                "w": 121,
                "x": 164,
                "y": 737
              }
            ]
          },
          "orig": {
            "faces": [
              {
                "h": 99,
                "w": 99,
                "x": 781,
                "y": 1417
              },
              {
                "h": 121,
                "w": 121,
                "x": 164,
                "y": 737
              }
            ]
          }
        },
        "id_str": "2070942492221132800",
        "indices": [
          280,
          303
        ],
        "media_key": "3_2070942492221132800",
        "media_results": {
          "id": "QXBpTWVkaWFSZXN1bHRzOgwAAQoAARy9dzlvGlAACgACHL13OkZa8fEAAA==",
          "result": {
            "__typename": "ApiMedia",
            "id": "QXBpTWVkaWE6DAABCgABHL13OW8aUAAKAAIcvXc6Rlrx8QAA",
            "media_key": "3_2070942492221132800"
          }
        },
        "media_url_https": "https://pbs.twimg.com/media/HL13OW8aUAANOPA.png",
        "original_info": {
          "focus_rects": [
            {
              "h": 898,
              "w": 1604,
              "x": 0,
              "y": 0
            },
            {
              "h": 1604,
              "w": 1604,
              "x": 0,
              "y": 0
            },
            {
              "h": 1828,
              "w": 1604,
              "x": 0,
              "y": 0
            },
            {
              "h": 1828,
              "w": 914,
              "x": 319,
              "y": 0
            },
            {
              "h": 1828,
              "w": 1604,
              "x": 0,
              "y": 0
            }
          ],
          "height": 1828,
          "width": 1604
        },
        "sizes": {
          "large": {
            "h": 1828,
            "w": 1604
          }
        },
        "type": "photo",
        "url": "https://t.co/LnahHd5uxH"
      }
    ]
  },
  "card": null,
  "place": {},
  "entities": {
    "hashtags": [],
    "symbols": [],
    "urls": [
      {
        "display_url": "arxiv.org/abs/2606.27226",
        "expanded_url": "https://arxiv.org/abs/2606.27226",
        "indices": [
          751,
          774
        ],
        "url": "https://t.co/oar6BZcasm"
      },
      {
        "display_url": "academy.dair.ai",
        "expanded_url": "https://academy.dair.ai/",
        "indices": [
          827,
          850
        ],
        "url": "https://t.co/1e8RZKs4uX"
      }
    ],
    "user_mentions": []
  },
  "quoted_tweet": null,
  "retweeted_tweet": null,
  "isLimitedReply": false,
  "communityInfo": null,
  "article": null
}