Chat backend comparison

Same inputs verified: true. Frozen source evidence; authored regression cases. Ultra unavailable. Unknown cost is not zero.

Questionjev-apijev-clonehopper-classifierhopper-classifier-pro
Who invented Python?PASS
Python was conceived in the late 1980s by Guido van Rossum at Centrum Wiskunde & Informatica (CWI) in the Netherlands.

Python was designed by Guido van Rossum.
Checks and timing
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}
PASS
Python was conceived in the late 1980s by Guido van Rossum at Centrum Wiskunde & Informatica (CWI) in the Netherlands.

Python was designed by Guido van Rossum.
Checks and timing
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PASS
Python was conceived in the late 1980s by Guido van Rossum at Centrum Wiskunde & Informatica (CWI) in the Netherlands.

Python was designed by Guido van Rossum.
Checks and timing
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  "calls": [
    {
      "caseId": "python",
      "origin": "fresh-owner-response",
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      "model": "hopper-classifier-v1",
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}
PASS
Python was conceived in the late 1980s by Guido van Rossum at Centrum Wiskunde & Informatica (CWI) in the Netherlands.

Python was designed by Guido van Rossum.
Checks and timing
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  "graphTurnMs": 350.51366700000005,
  "calls": [
    {
      "caseId": "python",
      "origin": "saved-owner-response",
      "model": "hopper-classifier-pro-v1",
      "originalMs": 6702.913542000002,
      "lookupMs": 0.8925420000014128,
      "cost": null
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  ]
}
When was it released?PASS
Python was released on February 20, 1991.
Checks and timing
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    },
    {
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  ],
  "graphTurnMs": 169.03770799999995,
  "calls": [
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      "cost": null
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  ]
}
PASS
Python was released on February 20, 1991.
Checks and timing
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    {
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  ],
  "graphTurnMs": 208.85758299999998,
  "calls": [
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  ]
}
PASS
Python was released on February 20, 1991.
Checks and timing
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    },
    {
      "axis": "graph-verification",
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  "graphTurnMs": 177.84412499999996,
  "calls": [
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}
PASS
Python was released on February 20, 1991.
Checks and timing
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  ],
  "graphTurnMs": 171.66229099999998,
  "calls": [
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      "origin": "saved-owner-response",
      "model": "hopper-classifier-pro-v1",
      "originalMs": 1236.0755839999983,
      "lookupMs": 0.7104170000002341,
      "cost": null
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}
shorterPASS
Python was released on February 20, 1991.
Checks and timing
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    },
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      "passed": true
    }
  ],
  "graphTurnMs": 156.46604200000002,
  "calls": []
}
PASS
Python was released on February 20, 1991.
Checks and timing
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      "passed": true
    },
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    },
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      "passed": true
    },
    {
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      "passed": true
    }
  ],
  "graphTurnMs": 154.525167,
  "calls": []
}
PASS
Python was released on February 20, 1991.
Checks and timing
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    },
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    },
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    },
    {
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      "passed": true
    }
  ],
  "graphTurnMs": 162.64183400000002,
  "calls": []
}
PASS
Python was released on February 20, 1991.
Checks and timing
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    {
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  "calls": []
}
Who invented Python and convert 32 Fahrenheit to CelsiusPASS
Python was conceived in the late 1980s by Guido van Rossum at Centrum Wiskunde & Informatica (CWI) in the Netherlands.

Python was designed by Guido van Rossum.

32°F = 0°C
Checks and timing
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  "calls": [
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}
PASS
Python was conceived in the late 1980s by Guido van Rossum at Centrum Wiskunde & Informatica (CWI) in the Netherlands.

Python was designed by Guido van Rossum.

32°F = 0°C
Checks and timing
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}
PASS
Python was conceived in the late 1980s by Guido van Rossum at Centrum Wiskunde & Informatica (CWI) in the Netherlands.

Python was designed by Guido van Rossum.

32°F = 0°C
Checks and timing
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  "calls": [
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}
PASS
Python was conceived in the late 1980s by Guido van Rossum at Centrum Wiskunde & Informatica (CWI) in the Netherlands.

Python was designed by Guido van Rossum.

32°F = 0°C
Checks and timing
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  "graphTurnMs": 171.53812500000004,
  "calls": [
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}
shorterPASS
Python was conceived in the late 1980s by Guido van Rossum at Centrum Wiskunde & Informatica (CWI) in the Netherlands.

32°F = 0°C
Checks and timing
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  "calls": []
}
PASS
Python was conceived in the late 1980s by Guido van Rossum at Centrum Wiskunde & Informatica (CWI) in the Netherlands.

32°F = 0°C
Checks and timing
{
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  ],
  "graphTurnMs": 155.55758300000002,
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}
PASS
Python was conceived in the late 1980s by Guido van Rossum at Centrum Wiskunde & Informatica (CWI) in the Netherlands.

32°F = 0°C
Checks and timing
{
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    {
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  "graphTurnMs": 159.79133300000012,
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}
PASS
Python was conceived in the late 1980s by Guido van Rossum at Centrum Wiskunde & Informatica (CWI) in the Netherlands.

32°F = 0°C
Checks and timing
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  "graphTurnMs": 187.54424999999992,
  "calls": []
}
What is photosynthesis?PASS
Photosynthesis is a system of biological processes by which photopigment-bearing autotrophic organisms, such as most plants, algae and cyanobacteria, convert light energy—typically from sunlight—into the chemical energy necessary to fuel their metabolism.

Some organisms also perform anoxygenic photosynthesis, which does not produce oxygen.

The term photosynthesis usually refers to oxygenic photosynthesis, a process that releases oxygen as a byproduct of water splitting.

Photosynthetic organisms store the converted chemical energy within the bonds of intracellular organic compounds (complex compounds containing carbon), typically carbohydrates like sugars (mainly glucose, fructose and sucrose), starches, phytoglycogen and cellulose.
Checks and timing
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PASS
Photosynthesis is a system of biological processes by which photopigment-bearing autotrophic organisms, such as most plants, algae and cyanobacteria, convert light energy—typically from sunlight—into the chemical energy necessary to fuel their metabolism.

Some organisms also perform anoxygenic photosynthesis, which does not produce oxygen.

The term photosynthesis usually refers to oxygenic photosynthesis, a process that releases oxygen as a byproduct of water splitting.

Photosynthetic organisms store the converted chemical energy within the bonds of intracellular organic compounds (complex compounds containing carbon), typically carbohydrates like sugars (mainly glucose, fructose and sucrose), starches, phytoglycogen and cellulose.
Checks and timing
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}
PASS
Photosynthesis is a system of biological processes by which photopigment-bearing autotrophic organisms, such as most plants, algae and cyanobacteria, convert light energy—typically from sunlight—into the chemical energy necessary to fuel their metabolism.

Some organisms also perform anoxygenic photosynthesis, which does not produce oxygen.

The term photosynthesis usually refers to oxygenic photosynthesis, a process that releases oxygen as a byproduct of water splitting.

Photosynthetic organisms store the converted chemical energy within the bonds of intracellular organic compounds (complex compounds containing carbon), typically carbohydrates like sugars (mainly glucose, fructose and sucrose), starches, phytoglycogen and cellulose.
Checks and timing
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  ]
}
PASS
Photosynthesis is a system of biological processes by which photopigment-bearing autotrophic organisms, such as most plants, algae and cyanobacteria, convert light energy—typically from sunlight—into the chemical energy necessary to fuel their metabolism.

Some organisms also perform anoxygenic photosynthesis, which does not produce oxygen.

The term photosynthesis usually refers to oxygenic photosynthesis, a process that releases oxygen as a byproduct of water splitting.

Photosynthetic organisms store the converted chemical energy within the bonds of intracellular organic compounds (complex compounds containing carbon), typically carbohydrates like sugars (mainly glucose, fructose and sucrose), starches, phytoglycogen and cellulose.
Checks and timing
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  ],
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  "calls": [
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      "cost": null
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  ]
}
Explain that in simple words.PASS
Photosynthesis turns light energy—typically from sunlight— into chemical energy that organisms need for their life processes. These organisms make their own food and have light-absorbing pigments. They include most plants, algae and cyanobacteria.

Some organisms also perform anoxygenic photosynthesis, which does not produce oxygen.

The term photosynthesis usually refers to oxygenic photosynthesis, a process that releases oxygen as a secondary product of water splitting.

Photosynthetic organisms store the converted chemical energy within the bonds of organic compounds inside cells (complex compounds containing carbon), typically carbohydrates like sugars (mainly glucose, fructose and sucrose), starches, phytoglycogen and cellulose.
Checks and timing
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      "passed": true
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      "passed": true
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    },
    {
      "axis": "retained-facts",
      "passed": true
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  "graphTurnMs": 235.16875000000005,
  "calls": []
}
PASS
Photosynthesis turns light energy—typically from sunlight— into chemical energy that organisms need for their life processes. These organisms make their own food and have light-absorbing pigments. They include most plants, algae and cyanobacteria.

Some organisms also perform anoxygenic photosynthesis, which does not produce oxygen.

The term photosynthesis usually refers to oxygenic photosynthesis, a process that releases oxygen as a secondary product of water splitting.

Photosynthetic organisms store the converted chemical energy within the bonds of organic compounds inside cells (complex compounds containing carbon), typically carbohydrates like sugars (mainly glucose, fructose and sucrose), starches, phytoglycogen and cellulose.
Checks and timing
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  "graphTurnMs": 240.345959,
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PASS
Photosynthesis turns light energy—typically from sunlight— into chemical energy that organisms need for their life processes. These organisms make their own food and have light-absorbing pigments. They include most plants, algae and cyanobacteria.

Some organisms also perform anoxygenic photosynthesis, which does not produce oxygen.

The term photosynthesis usually refers to oxygenic photosynthesis, a process that releases oxygen as a secondary product of water splitting.

Photosynthetic organisms store the converted chemical energy within the bonds of organic compounds inside cells (complex compounds containing carbon), typically carbohydrates like sugars (mainly glucose, fructose and sucrose), starches, phytoglycogen and cellulose.
Checks and timing
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      "passed": true
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  "graphTurnMs": 236.07691699999987,
  "calls": []
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PASS
Photosynthesis turns light energy—typically from sunlight— into chemical energy that organisms need for their life processes. These organisms make their own food and have light-absorbing pigments. They include most plants, algae and cyanobacteria.

Some organisms also perform anoxygenic photosynthesis, which does not produce oxygen.

The term photosynthesis usually refers to oxygenic photosynthesis, a process that releases oxygen as a secondary product of water splitting.

Photosynthetic organisms store the converted chemical energy within the bonds of organic compounds inside cells (complex compounds containing carbon), typically carbohydrates like sugars (mainly glucose, fructose and sucrose), starches, phytoglycogen and cellulose.
Checks and timing
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      "passed": true
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    {
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      "passed": true
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  "graphTurnMs": 250.8946249999999,
  "calls": []
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shorterPASS
Photosynthesis turns light energy—typically from sunlight— into chemical energy that organisms need for their life processes. These organisms make their own food and have light-absorbing pigments. They include most plants, algae and cyanobacteria.

Some organisms also perform anoxygenic photosynthesis, which does not produce oxygen.
Checks and timing
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      "passed": true
    },
    {
      "axis": "graph-verification",
      "passed": true
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      "passed": true
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    },
    {
      "axis": "retained-facts",
      "passed": true
    }
  ],
  "graphTurnMs": 233.527333,
  "calls": []
}
PASS
Photosynthesis turns light energy—typically from sunlight— into chemical energy that organisms need for their life processes. These organisms make their own food and have light-absorbing pigments. They include most plants, algae and cyanobacteria.

Some organisms also perform anoxygenic photosynthesis, which does not produce oxygen.
Checks and timing
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      "passed": true
    },
    {
      "axis": "graph-verification",
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    {
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  ],
  "graphTurnMs": 236.14529199999993,
  "calls": []
}
PASS
Photosynthesis turns light energy—typically from sunlight— into chemical energy that organisms need for their life processes. These organisms make their own food and have light-absorbing pigments. They include most plants, algae and cyanobacteria.

Some organisms also perform anoxygenic photosynthesis, which does not produce oxygen.
Checks and timing
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      "passed": true
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    {
      "axis": "graph-verification",
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  "graphTurnMs": 234.0206250000001,
  "calls": []
}
PASS
Photosynthesis turns light energy—typically from sunlight— into chemical energy that organisms need for their life processes. These organisms make their own food and have light-absorbing pigments. They include most plants, algae and cyanobacteria.

Some organisms also perform anoxygenic photosynthesis, which does not produce oxygen.
Checks and timing
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      "passed": true
    },
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      "axis": "graph-verification",
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      "passed": true
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      "axis": "retained-facts",
      "passed": true
    }
  ],
  "graphTurnMs": 239.35474999999997,
  "calls": []
}
Who invented Python and who founded Nintendo?PASS
Python was conceived in the late 1980s by Guido van Rossum at Centrum Wiskunde & Informatica (CWI) in the Netherlands.

Python was designed by Guido van Rossum.

Nintendo was founded as Nintendo Koppai (任天堂骨牌) on 23 September 1889 by craftsman Fusajiro Yamauchi in Shimogyō-ku, Kyoto, Japan, as an unincorporated establishment, to produce and distribute Japanese playing cards, or karuta (かるた), most notably 'flower cards' (花札).

The founder of Nintendo is Fusajiro Yamauchi.
Checks and timing
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      "passed": true
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}
PASS
Python was conceived in the late 1980s by Guido van Rossum at Centrum Wiskunde & Informatica (CWI) in the Netherlands.

Python was designed by Guido van Rossum.

Nintendo was founded as Nintendo Koppai (任天堂骨牌) on 23 September 1889 by craftsman Fusajiro Yamauchi in Shimogyō-ku, Kyoto, Japan, as an unincorporated establishment, to produce and distribute Japanese playing cards, or karuta (かるた), most notably 'flower cards' (花札).

The founder of Nintendo is Fusajiro Yamauchi.
Checks and timing
{
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      "passed": true
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}
PASS
Python was conceived in the late 1980s by Guido van Rossum at Centrum Wiskunde & Informatica (CWI) in the Netherlands.

Python was designed by Guido van Rossum.

Nintendo was founded as Nintendo Koppai (任天堂骨牌) on 23 September 1889 by craftsman Fusajiro Yamauchi in Shimogyō-ku, Kyoto, Japan, as an unincorporated establishment, to produce and distribute Japanese playing cards, or karuta (かるた), most notably 'flower cards' (花札).

The founder of Nintendo is Fusajiro Yamauchi.
Checks and timing
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      "passed": true
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}
PASS
Python was conceived in the late 1980s by Guido van Rossum at Centrum Wiskunde & Informatica (CWI) in the Netherlands.

Python was designed by Guido van Rossum.

Nintendo was founded as Nintendo Koppai (任天堂骨牌) on 23 September 1889 by craftsman Fusajiro Yamauchi in Shimogyō-ku, Kyoto, Japan, as an unincorporated establishment, to produce and distribute Japanese playing cards, or karuta (かるた), most notably 'flower cards' (花札).

The founder of Nintendo is Fusajiro Yamauchi.
Checks and timing
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      "cost": null
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}
How tall is Mount Everest?PASS
Mount Everest is 8,848.86 m above sea level, according to a joint survey by Nepalese and Chinese authorities in 2020.
Checks and timing
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    {
      "axis": "execution",
      "passed": true
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      "passed": true
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      "cost": null
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}
PASS
Mount Everest is 8,848.86 m above sea level, according to a joint survey by Nepalese and Chinese authorities in 2020.
Checks and timing
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      "axis": "execution",
      "passed": true
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      "passed": true
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  "graphTurnMs": 369.59458399999994,
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      "usage": {
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        "output_tokens": 0
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      "hybrid": null,
      "cost": null
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}
PASS
Mount Everest is 8,848.86 m above sea level, according to a joint survey by Nepalese and Chinese authorities in 2020.
Checks and timing
{
  "checks": [
    {
      "axis": "execution",
      "passed": true
    },
    {
      "axis": "graph-verification",
      "passed": true
    },
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      "passed": true
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      "passed": true
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  "graphTurnMs": 406.8442500000001,
  "calls": [
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      "model": "hopper-classifier-v1",
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}
PASS
Mount Everest is 8,848.86 m above sea level, according to a joint survey by Nepalese and Chinese authorities in 2020.
Checks and timing
{
  "checks": [
    {
      "axis": "execution",
      "passed": true
    },
    {
      "axis": "graph-verification",
      "passed": true
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  "graphTurnMs": 371.4435410000001,
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      "originalMs": 1288.9269589999967,
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      "cost": null
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}
Who is Bo Jackson?PASS
Vincent Edward "Bo" Jackson (born November 30, 1962) is an American former professional baseball and football player.

Bo Jackson is the only professional athlete in history to have been named an All-Star in two major American sports.

Jackson's achievements at the elite levels of multiple sports have given him a reputation as one of the greatest athletes of all time.
Checks and timing
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      "passed": true
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      "axis": "graph-verification",
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  "graphTurnMs": 223.1372080000001,
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}
PASS
Vincent Edward "Bo" Jackson (born November 30, 1962) is an American former professional baseball and football player.

Bo Jackson is the only professional athlete in history to have been named an All-Star in two major American sports.

Jackson's achievements at the elite levels of multiple sports have given him a reputation as one of the greatest athletes of all time.
Checks and timing
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      "passed": true
    },
    {
      "axis": "graph-verification",
      "passed": true
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  "graphTurnMs": 209.68975,
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}
PASS
Vincent Edward "Bo" Jackson (born November 30, 1962) is an American former professional baseball and football player.

Bo Jackson is the only professional athlete in history to have been named an All-Star in two major American sports.

Jackson's achievements at the elite levels of multiple sports have given him a reputation as one of the greatest athletes of all time.
Checks and timing
{
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      "passed": true
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    {
      "axis": "graph-verification",
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  "graphTurnMs": 269.0174999999999,
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}
PASS
Vincent Edward "Bo" Jackson (born November 30, 1962) is an American former professional baseball and football player.

Bo Jackson is the only professional athlete in history to have been named an All-Star in two major American sports.

Jackson's achievements at the elite levels of multiple sports have given him a reputation as one of the greatest athletes of all time.
Checks and timing
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Did Bo Jackson ever win a World Series?FAIL / unavailable
In the only post-season appearance of his career, Jackson went hitless in 10 at-bats, but drew three walks and scored a run as the White Sox lost to the Toronto Blue Jays in six games in the American League Championship Series.

I couldn’t verify whether Bo Jackson won a World Series. The Wikipedia article doesn’t give enough evidence to answer yes or no.
Checks and timing
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}
FAIL / unavailable
In the only post-season appearance of his career, Jackson went hitless in 10 at-bats, but drew three walks and scored a run as the White Sox lost to the Toronto Blue Jays in six games in the American League Championship Series.

I couldn’t verify whether Bo Jackson won a World Series. The Wikipedia article doesn’t give enough evidence to answer yes or no.
Checks and timing
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}
FAIL / unavailable
In the only post-season appearance of his career, Jackson went hitless in 10 at-bats, but drew three walks and scored a run as the White Sox lost to the Toronto Blue Jays in six games in the American League Championship Series.

I couldn’t verify whether Bo Jackson won a World Series. The Wikipedia article doesn’t give enough evidence to answer yes or no.
Checks and timing
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      "hybrid": null,
      "cost": null
    }
  ]
}
FAIL / unavailable
In the only post-season appearance of his career, Jackson went hitless in 10 at-bats, but drew three walks and scored a run as the White Sox lost to the Toronto Blue Jays in six games in the American League Championship Series.

I couldn’t verify whether Bo Jackson won a World Series. The Wikipedia article doesn’t give enough evidence to answer yes or no.
Checks and timing
{
  "checks": [
    {
      "axis": "execution",
      "passed": true
    },
    {
      "axis": "graph-verification",
      "passed": true
    },
    {
      "axis": "direct-answer",
      "passed": false
    },
    {
      "axis": "exclude:What temperature should I set",
      "passed": true
    },
    {
      "axis": "complete-answer",
      "passed": false
    }
  ],
  "graphTurnMs": 203.63924999999972,
  "calls": [
    {
      "caseId": "bo-series",
      "origin": "saved-owner-response",
      "model": "hopper-classifier-pro-v1",
      "originalMs": 1271.5087500000009,
      "lookupMs": 0.59375,
      "cost": null
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}
What is Mercury?PASS
“Mercury” has several meanings. Which one do you mean?
Checks and timing
{
  "checks": [
    {
      "axis": "execution",
      "passed": true
    },
    {
      "axis": "graph-verification",
      "passed": true
    },
    {
      "axis": "exclude:What temperature should I set",
      "passed": true
    },
    {
      "axis": "clarification",
      "passed": true
    }
  ],
  "graphTurnMs": 40.65770799999973,
  "calls": []
}
PASS
“Mercury” has several meanings. Which one do you mean?
Checks and timing
{
  "checks": [
    {
      "axis": "execution",
      "passed": true
    },
    {
      "axis": "graph-verification",
      "passed": true
    },
    {
      "axis": "exclude:What temperature should I set",
      "passed": true
    },
    {
      "axis": "clarification",
      "passed": true
    }
  ],
  "graphTurnMs": 40.681583000000046,
  "calls": []
}
PASS
“Mercury” has several meanings. Which one do you mean?
Checks and timing
{
  "checks": [
    {
      "axis": "execution",
      "passed": true
    },
    {
      "axis": "graph-verification",
      "passed": true
    },
    {
      "axis": "exclude:What temperature should I set",
      "passed": true
    },
    {
      "axis": "clarification",
      "passed": true
    }
  ],
  "graphTurnMs": 46.068416999999954,
  "calls": []
}
PASS
“Mercury” has several meanings. Which one do you mean?
Checks and timing
{
  "checks": [
    {
      "axis": "execution",
      "passed": true
    },
    {
      "axis": "graph-verification",
      "passed": true
    },
    {
      "axis": "exclude:What temperature should I set",
      "passed": true
    },
    {
      "axis": "clarification",
      "passed": true
    }
  ],
  "graphTurnMs": 42.7043749999998,
  "calls": []
}
Who invented ZzzNeverExistedTopic2026?PASS
I couldn’t find a Wikipedia article that clearly matches “ZzzNeverExistedTopic2026”. Try its full name or add a little context.
Checks and timing
{
  "checks": [
    {
      "axis": "execution",
      "passed": true
    },
    {
      "axis": "graph-verification",
      "passed": true
    },
    {
      "axis": "exclude:What temperature should I set",
      "passed": true
    },
    {
      "axis": "abstention",
      "passed": true
    }
  ],
  "graphTurnMs": 36.736417000000074,
  "calls": []
}
PASS
I couldn’t find a Wikipedia article that clearly matches “ZzzNeverExistedTopic2026”. Try its full name or add a little context.
Checks and timing
{
  "checks": [
    {
      "axis": "execution",
      "passed": true
    },
    {
      "axis": "graph-verification",
      "passed": true
    },
    {
      "axis": "exclude:What temperature should I set",
      "passed": true
    },
    {
      "axis": "abstention",
      "passed": true
    }
  ],
  "graphTurnMs": 37.349959000000126,
  "calls": []
}
PASS
I couldn’t find a Wikipedia article that clearly matches “ZzzNeverExistedTopic2026”. Try its full name or add a little context.
Checks and timing
{
  "checks": [
    {
      "axis": "execution",
      "passed": true
    },
    {
      "axis": "graph-verification",
      "passed": true
    },
    {
      "axis": "exclude:What temperature should I set",
      "passed": true
    },
    {
      "axis": "abstention",
      "passed": true
    }
  ],
  "graphTurnMs": 36.530583000000206,
  "calls": []
}
PASS
I couldn’t find a Wikipedia article that clearly matches “ZzzNeverExistedTopic2026”. Try its full name or add a little context.
Checks and timing
{
  "checks": [
    {
      "axis": "execution",
      "passed": true
    },
    {
      "axis": "graph-verification",
      "passed": true
    },
    {
      "axis": "exclude:What temperature should I set",
      "passed": true
    },
    {
      "axis": "abstention",
      "passed": true
    }
  ],
  "graphTurnMs": 40.618582999999944,
  "calls": []
}