DrivingBench 基准测试对比多个模型操控车辆沿赛道行驶的表现
GPT-6 Astra has gained the ability to drive a car
drivingbench.com 页面对多个模型操控车辆沿赛道中心线行驶进行了对比，指标包括保持在 4 米内的进度占比、GPS 集成距离、完成时间、指令数以及 token 数与成本。
How far along the course centerline the attempt got while staying within 4 m of it, as a share of the centerline length to the finish zone; a collision keeps the progress reached before it.
distance
GPS speed integrated from the first accepted set_motion to the end of the attempt's last engagement.
finish time
First accepted set_motion to the end of the attempt's last engagement. Shown for completed runs only; DNF means did not finish.
commands
Accepted set_motion and stop_now calls during the attempt.
tokens · cost
Total tokens and cost at list prices for the attempt, including the reflection after it.
same chat
#1
49%
67.3 m
DNF
8
1.2M
· $2.01
#2
100%
134.7 m
24
6.6M
· $7.74
Claude Fable 5.1
Claude Code · medium
45%
9%
10%
45%
Expand
Collapse
attempt
progress
How far along the course centerline the attempt got while staying within 4 m of it, as a share of the centerline length to the finish zone; a collision keeps the progress reached before it.
distance
GPS speed integrated from the first accepted set_motion to the end of the attempt's last engagement.
finish time
First accepted set_motion to the end of the attempt's last engagement. Shown for completed runs only; DNF means did not finish.
commands
Accepted set_motion and stop_now calls during the attempt.
tokens · cost
Total tokens and cost at list prices for the attempt, including the reflection after it.
same chat
#1
9%
17.5 m
DNF
3
581k
· $0.96
#2
10%
27.3 m
DNF
4
866k
· $1.35
#3
45%
73.7 m
DNF
8
2.1M
· $1.64
Grok 4.6
Cursor · medium
11%
8%
11%
10%
Expand
Collapse
attempt
progress
How far along the course centerline the attempt got while staying within 4 m of it, as a share of the centerline length to the finish zone; a collision keeps the progress reached before it.
distance
GPS speed integrated from the first accepted set_motion to the end of the attempt's last engagement.
finish time
First accepted set_motion to the end of the attempt's last engagement. Shown for completed runs only; DNF means did not finish.
commands
Accepted set_motion and stop_now calls during the attempt.
tokens · cost
Total tokens and cost at list prices for the attempt, including the reflection after it.
same chat
#1
8%
14.4 m
DNF
2
216k
· $0.18
#2
11%
22.6 m
DNF
3
294k
· $0.19
#3
10%
22.2 m
DNF
3
516k
· $0.29
GPT-5.6 Sol
Codex · medium
6%
6%
6%
6%
Expand
Collapse
attempt
progress
How far along the course centerline the attempt got while staying within 4 m of it, as a share of the centerline length to the finish zone; a collision keeps the progress reached before it.
distance
GPS speed integrated from the first accepted set_motion to the end of the attempt's last engagement.
finish time
First accepted set_motion to the end of the attempt's last engagement. Shown for completed runs only; DNF means did not finish.
commands
Accepted set_motion and stop_now calls during the attempt.
tokens · cost
Total tokens and cost at list prices for the attempt, including the reflection after it.
same chat
#1
6%
15.0 m
DNF
3
364k
· $0.35
#2
6%
15.6 m
DNF
4
729k
· $0.43
#3
6%
17.1 m
DNF
2
517k
· $0.27
Explore the track
View the trajectory replays
Explore the course
来源：Hacker News：AI 热帖 · drivingbench.com