Liquid Claude
LFM2.5-1.2B-Distilled-Claude-4.6 (Liquid Claude)
LFM2.5-1.2B-Distilled-Claude-4.6 (Liquid Claude) is a distillation of Claude into LFM2.5-1.2B-Thinking via LoRA.
Training data info:
THINK BLOCK PATTERNS
Agentic think blocks (Action/Observation): 8473
Pure reasoning think blocks: 3005
CONSECUTIVE USER MESSAGES
Total consecutive user-user pairs: 319
MESSAGE LENGTH STATS (chars)
| :) | msgs | avg | max |
|---|
| System | 2325 | 2168 | 2168 |
| User | 11919 | 332 | 39134 |
| Assistant | 11738 | 4386 | 264340 |
Assistant messages total: 11738
With agentic tool calls in think: 2151 (18.3%)
Total chars in dataset: 60,487,999
Approx tokens (~4 chars/token): 15,121,999
Conversations with <=2 messages (system+1): 121
Conversations with >5 think blocks in a single assistant msg: 319
Sample chat:
image
(Ignore the fact that it took 1min to reason, i got a i3-6006u / 12GB as hardware and running the f16 quantization)
Benchmark
The results are in progress.