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

Ling 3.0 Tiny (medium) leads on average score with 3.6 vs 1.4. Ling 3.0 Tiny (medium) has the lower benchmark cost at $0.000 vs $0.002. Microsoft-Decision-1 (default) is faster at 982ms vs 64.99s, with pass rates of 23.2% vs 7.3%.

Last updated at: 2026-10-12

Compared models

Rank
#378
Total Output Tokens
911,748
Response Time (avg)
64.99s
Total Cost
$0.000
Rank
#408
Total Output Tokens
69
Response Time (avg)
982ms
Total Cost
$0.002
Recommended model Ling 3.0 Tiny (medium)

It has the strongest score in this comparison (3.6) and the best overall balance of cost and response time across 2 models.

Detailed comparison

Metric Ling 3.0 Tiny Ling 3.0 Tiny medium Release: 2026-08-07 Microsoft-Decision-1 Microsoft-Decision-1 default Release: 2026-10-12
Score 3.6 1.4
Rank #378 #408
Reliability 9.6 10.0
Consistency 8.9 4.9
Attempts 69/69 36/69
Tests Correct
Attempt pass rate 23.2% 7.3%
Flaky tests 3 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 103,898 41,466
Output Tokens 148,304 69
Reasoning Tokens 774,972 0
Response Time (avg) 64.99s 982ms
Response Time (max) 262.20s 1.41s
Response Time (total) 1429.68s 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.

#378 Ling 3.0 Tiny

medium
No output was saved. The original provider response or failure reason is unavailable.
Cost
$0.000
Time
177.4s
Tokens
6,873 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% 0 211.99s 7,948 70,838 206,006
Microsoft-Decision-1 2.2 6.7 0.0% 0 857ms 21,363 12 0

Quick Compare

Switch Comparison Pair

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