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fireworks.ai
411 words

SWE-Bench Pro V2

How SWE-Bench Pro V2 is scored · Scale AI source Measure models on real work See how open, closed, and specialized models perform on domain-specific tasks drawn from production workloads. Evaluate models against the tasks, constraints, and quality standards that define acceptable…

fireworks.ai
423 words

ORCA Benchmark

Root-cause analysis on live incidents, narrowing traces, logs, and metrics to the failing change. How ORCA Benchmark is scored · Traversal source Measure models on real work See how open, closed, and specialized models perform on domain-specific tasks drawn from production…

fireworks.ai
454 words

RCM-Bench-1

Ninety-seven revenue cycle management scenarios across six workflows: claim submission, encounter billing, patient billing, insurance updates, eligibility checks, and RCM knowledge. Checks cover required and forbidden tool calls, arguments, response content, and resulting system state. Each workflow counts equally toward…

fireworks.ai
457 words

Genspark Slides Benchmark

Eleven models generate finished decks from 200 real production tasks in the Genspark Slides agent harness. Genspark's internal grader reports an aggregate score plus a quality composite, task completion, content quality, visual design, process quality, a layout-defect penalty, the Tier A…

fireworks.ai
410 words

Short Form Bench

How Short Form Bench is scored · Naïve source Measure models on real work See how open, closed, and specialized models perform on domain-specific tasks drawn from production workloads. Evaluate models against the tasks, constraints, and quality standards that define acceptable…

1,710 words

Digital 2027: Egypt

This page contains all the data, insights, and trends you’ll need to help you understand how people in Egypt use digital devices, online platforms, and connected services in 2027. You’ll also find the complete Digital 2027 report for Egypt in the “full…

1,758 words

Digital 2027: The Isle Of Man

This page contains all the data, insights, and trends you’ll need to help you understand how people in the Isle of Man use digital devices, online platforms, and connected services in 2027. You’ll also find the complete Digital 2027 report for the…

vals.ai
230 words

Hy4 benchmark results

DeepSeek V4.1 Flash 1017 Nemotron 3.5 Super VL Hy4 is an open-weight model from Tencent, released November 4, 2026. It ranks #13 of 33 models on the Vals Index with 59.35%. Its best result is #15 of 81 on Tax Agent Bench. Release Date: Nov 4, 2026 59.35 % ± 1.08 Cost / Test (Vals Index) 51 min 31 s…

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