Navigate
AD
Track all your projects in one dashboard. Get 📊stats, 🔥heatmaps and 👀recordings in one self-hosted dashboard.
uxwizz.com

Ling 3.0 Tiny (low) vs Microsoft-Decision-1 (default)

Ling 3.0 Tiny (low) leads on average score with 3.7 vs 1.4. Ling 3.0 Tiny (low) has the lower benchmark cost at $0.000 vs $0.002. Microsoft-Decision-1 (default) is faster at 982ms vs 63.15s, with pass rates of 18.8% vs 7.3%.

Last updated at: 2026-10-12

Compared models

Rank
#377
Total Output Tokens
868,004
Response Time (avg)
63.15s
Total Cost
$0.000
Rank
#408
Total Output Tokens
69
Response Time (avg)
982ms
Total Cost
$0.002
Recommended model Ling 3.0 Tiny (low)

It has the strongest score in this comparison (3.7) and the best overall balance of cost and response time across 2 models.

Detailed comparison

Metric Ling 3.0 Tiny Ling 3.0 Tiny low Release: 2026-08-07 Microsoft-Decision-1 Microsoft-Decision-1 default Release: 2026-10-12
Score 3.7 1.4
Rank #377 #408
Reliability 9.6 10.0
Consistency 9.7 4.9
Attempts 69/69 36/69
Tests Correct
Attempt pass rate 18.8% 7.3%
Flaky tests 1 1
Total Runs 69 36
Cost per result 0.000 0.175
Total Cost $0.000 $0.002
Input Price $0.000 / 1M $0.042 / 1M
Output Price $0.000 / 1M $0.000 / 1M
Cache Read Price N/A N/A
Cache Write Price N/A N/A
Total Input Tokens 99,662 41,466
Output Tokens 146,555 69
Reasoning Tokens 732,977 0
Response Time (avg) 63.15s 982ms
Response Time (max) 252.08s 1.41s
Response Time (total) 1389.35s 11.78s
Parameters 7.9B total (1.3B active) ~9B
Availability Open source Closed

Cache prices apply to input tokens. Reads reuse cached prompts; writes store them and can cost extra. Output tokens use the output price.

Model generation showcase

Hamster playing table tennis

Prompt: Create a detailed SVG illustration of a hamster playing table tennis.

#377 Ling 3.0 Tiny

low
No output was saved. The original provider response or failure reason is unavailable.
Cost
$0.000
Time
200.0s
Tokens
5,030 tok

#408 Microsoft-Decision-1

default
No showcase result has been generated for this model yet.
Cost
N/A
Time
-
Tokens
0 tok

Top Models by Score

Score vs Total Cost

Response Time (avg)

Score vs Response Time (avg)

Total Output Tokens

Score vs Total Output Tokens

Category Breakdown

Coding Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Ling 3.0 Tiny 2.9 10.0 0.0% 0 170.73s 7,619 56,012 170,220
Microsoft-Decision-1 2.2 6.7 0.0% 0 857ms 21,363 12 0

Switch Comparison Pair