Liquid: LFM 40B MoE

liquid/lfm-40b

Liquid: LFM 40B MoE

via OpenRouter

Release Date

Sep 30th, 2024

Parameters

40B MoE

Context Size

32k

Creative writing

11.78%

Rule following

22.77%

Utility

40.22%

Mathematics

80.00%

Tooling

41.67%

Language

62.37%

Logic

55.00%

Data extraction

Extract key details from a given block of text.

Scenario	Run 1	Run 2	Run 3	Run 4	Run 5	Run 6	Run 7	Run 8	Run 9	Run 10	Total
Who's the tallest? 0-shot UtilityLogic	100%	100%	50%	50%	50%	50%	50%	50%	50%	50%	60%
What's the color of the car? 0-shot UtilityLogic	100%	100%	100%	50%	50%	50%	50%	50%	50%	50%	65%
What instrument does Lucy play? 0-shot UtilityLogic	100%	100%	50%	50%	50%	50%	50%	50%	50%	50%	60%
Guess the pet 0-shot UtilityLogic	100%	50%	50%	50%	50%	50%	50%	50%	50%	50%	55%
What's the correct time? 0-shot UtilityLogic	100%	0%	0%	0%	0%	0%	0%	0%	0%	0%	10%
Who's the sister? 0-shot UtilityLogic	100%	100%	100%	100%	100%	50%	50%	50%	50%	50%	75%
Contextual pronoun 0-shot Utility	100%	100%	100%	100%	50%	50%	50%	0%	0%	0%	55%
Indirect birth year 0-shot UtilityMathematicsLogic	100%	100%	100%	100%	100%	100%	50%	50%	50%	50%	80%
Fruits excluding citrus 0-shot Utility	100%	100%	100%	100%	100%	0%	0%	0%	0%	0%	50%
Future event time 0-shot UtilityLogic	50%	50%	50%	50%	50%	50%	50%	0%	0%	0%	35%
Highest-rated movie 0-shot Utility	100%	50%	50%	50%	50%	50%	50%	0%	0%	0%	40%
All valid emails 0-shot Utility	100%	100%	100%	100%	100%	100%	100%	0%	0%	0%	70%
54.58%

Dialogue tags

Various tasks related to dialogue tags in text.

Scenario	Run 1	Run 2	Run 3	Run 4	Run 5	Run 6	Run 7	Run 8	Run 9	Run 10	Total
Write unattributed dialogue 0-shot Creative writingRule following	61%	1%	1%	1%	0%	0%	0%	0%	0%	0%	6%
Write 200 words with 10% dialogue 0-shot Creative writingRule following	50%	50%	48%	18%	0%	0%	0%	0%	0%	0%	17%
Write 200 words with 50% dialogue 0-shot Creative writingRule following	99%	77%	50%	50%	44%	35%	22%	4%	0%	0%	38%
Write 200 words with 90% dialogue 0-shot Creative writingRule following	41%	26%	14%	6%	2%	0%	0%	0%	0%	0%	9%
Write 500 words with 30% dialogue 0-shot Creative writingRule following	10%	9%	0%	0%	0%	0%	0%	0%	0%	0%	2%
Write 500 words with 50% dialogue 0-shot Creative writingRule following	47%	37%	12%	0%	0%	0%	0%	0%	0%	0%	10%
Write 500 words with 70% dialogue 0-shot Creative writingRule following	10%	0%	0%	0%	0%	0%	0%	0%	0%	0%	1%
11.78%

Language Comprehension

Does the model understand more than just English?

Scenario	Run 1	Run 2	Run 3	Run 4	Run 5	Total
Friend got new kittens (Tagalog) 0-shot Language	100%	100%	100%	0%	0%	60%
Friend got new kittens (German) 0-shot Language	100%	100%	100%	100%	0%	80%
Asking for directions (German) 0-shot Language	100%	0%	0%	0%	0%	20%
Asking for directions (Dutch) 0-shot Language	100%	0%	0%	0%	0%	20%
45.00%

Language Writing

Can the model generate text in different languages?

Scenario	Run 1	Run 2	Run 3	Run 4	Run 5	Total
Character dialogue (Spanish) in a story 0-shot Language	100%	82%	75%	57%	50%	73%
Character dialogue (French) in a story 0-shot Language	100%	100%	100%	57%	0%	71%
Character dialogue (German) in a story 0-shot Language	81%	80%	80%	67%	0%	62%
Character dialogue (Italian) in a story 0-shot Language	100%	100%	100%	83%	50%	87%
Character dialogue (Hindi) in a story 0-shot Language	100%	100%	100%	100%	44%	89%
76.27%

Novel outline

Handle questions about the outline of a novel in various formats

Scenario	Run 1	Run 2	Run 3	Run 4	Run 5	Run 6	Run 7	Run 8	Run 9	Run 10	Total
Count chapters 0-shot ToolingUtility	100%	100%	100%	100%	100%	100%	100%	100%	100%	0%	90%
Count chapters (indented) 0-shot ToolingUtility	100%	100%	100%	100%	100%	100%	100%	100%	100%	100%	100%
Count acts 0-shot ToolingUtility	100%	100%	100%	100%	100%	100%	100%	100%	100%	0%	90%
Count acts (indented) 0-shot ToolingUtility	100%	100%	100%	100%	100%	100%	100%	100%	100%	100%	100%
Count scenes 0-shot ToolingUtility	0%	0%	0%	0%	0%	0%	0%	0%	0%	0%	0%
Count scenes (indented) 0-shot ToolingUtility	0%	0%	0%	0%	0%	0%	0%	0%	0%	0%	0%
Count point of views for Jack Harper 0-shot ToolingUtility	100%	100%	100%	0%	0%	0%	0%	0%	0%	0%	30%
Count point of views for Jack Harper (indented) 0-shot ToolingUtility	100%	100%	0%	0%	0%	0%	0%	0%	0%	0%	20%
Count point of views for Olivia 0-shot ToolingUtility	100%	100%	0%	0%	0%	0%	0%	0%	0%	0%	20%
Count point of views for Olivia (indented) 0-shot ToolingUtility	100%	100%	100%	0%	0%	0%	0%	0%	0%	0%	30%
Count point of views for Jack and Olivia 0-shot ToolingUtility	50%	50%	50%	0%	0%	0%	0%	0%	0%	0%	15%
Count point of views for Jack and Olivia (indented) 0-shot ToolingUtility	50%	50%	0%	0%	0%	0%	0%	0%	0%	0%	10%
42.08%

Tool usage within Novelcrafter

Output messages that are related to tool usage within Novelcrafter

Scenario	Run 1	Run 2	Run 3	Run 4	Run 5	Run 6	Run 7	Run 8	Run 9	Run 10	Total
Create alternate prose sections 0-shot ToolingUtility	100%	100%	100%	67%	0%	0%	0%	0%	0%	0%	37%
36.67%

N-Length Sentences

Write sentences with exactly N words

Scenario	Run 1	Run 2	Run 3	Run 4	Run 5	Run 6	Run 7	Run 8	Run 9	Run 10	Total
Write sentences with 5 words each 0-shot Rule following	92%	80%	78%	78%	67%	40%	18%	1%	1%	0%	45%
Write sentences with 10 words each 0-shot Rule following	46%	30%	20%	15%	7%	4%	1%	1%	1%	0%	13%
Write sentences with 20 words each 0-shot Rule following	25%	14%	1%	0%	0%	0%	0%	0%	0%	0%	4%
20.66%

Voice/dialogue sheets

Extract dialogue from given text as voice sheets.

Scenario	Run 1	Run 2	Run 3	Run 4	Run 5	Run 6	Run 7	Run 8	Run 9	Run 10	Total
Simple 0-shot Utility	0%	0%	0%	0%	0%	0%	0%	0%	0%	0%	0%
Simple (1-shot) 1-shot Utility	0%	0%	0%	0%	0%	0%	0%	0%	0%	0%	0%
Simple (5-shot) Few-shot Utility	100%	0%	0%	0%	0%	0%	0%	0%	0%	0%	10%
Multiple speakers 0-shot Utility	0%	0%	0%	0%	0%	0%	0%	0%	0%	0%	0%
Unattributed dialogue 0-shot Utility	0%	0%	0%	0%	0%	0%	0%	0%	0%	0%	0%
2.00%

Write N of X

Write exactly N words/sentences/paragraphs...

Scenario	Run 1	Run 2	Run 3	Run 4	Run 5	Run 6	Run 7	Run 8	Run 9	Run 10	Total
10 word summary 0-shot Rule following	0%	0%	0%	0%	0%	0%	0%	0%	0%	0%	0%
20 word summary 0-shot Rule following	27%	9%	0%	0%	0%	0%	0%	0%	0%	0%	4%
50 word summary 0-shot Rule following	100%	54%	0%	0%	0%	0%	0%	0%	0%	0%	15%
100 word summary 0-shot Rule following	0%	0%	0%	0%	0%	0%	0%	0%	0%	0%	0%
200 word summary 0-shot Rule following	0%	0%	0%	0%	0%	0%	0%	0%	0%	0%	0%
1 sentence summary 0-shot Rule following	100%	100%	100%	100%	100%	100%	100%	92%	77%	77%	95%
3 sentence summary 0-shot Rule following	100%	100%	100%	100%	100%	100%	100%	100%	98%	77%	98%
10 sentence summary 0-shot Rule following	92%	92%	92%	92%	77%	54%	27%	27%	9%	9%	57%
20 sentence summary 0-shot Rule following	9%	0%	0%	0%	0%	0%	0%	0%	0%	0%	1%
50 sentence summary 0-shot Rule following	0%	0%	0%	0%	0%	0%	0%	0%	0%	0%	0%
1 paragraph summary 0-shot Rule following	100%	100%	100%	100%	100%	100%	100%	100%	100%	100%	100%
3 paragraph summary 0-shot Rule following	100%	0%	0%	0%	0%	0%	0%	0%	0%	0%	10%
5 paragraph summary 0-shot Rule following	0%	0%	0%	0%	0%	0%	0%	0%	0%	0%	0%
29.18%