alphaXiv commited on
Commit
35086ba
·
verified ·
1 Parent(s): 6a4bd1f

Update README.md

Browse files
Files changed (1) hide show
  1. README.md +64 -3
README.md CHANGED
@@ -1,3 +1,64 @@
1
- ---
2
- license: apache-2.0
3
- ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ ---
2
+ language: en
3
+ license: mit
4
+ tags:
5
+ - trm
6
+ - recursive-reasoning
7
+ - arc-agi
8
+ - abstract-reasoning
9
+ - pytorch
10
+ - huggingface
11
+ datasets:
12
+ - ARC-AGI
13
+ metrics:
14
+ - pass@2
15
+ widget:
16
+ - text: "Sample ARC task here"
17
+ ---
18
+
19
+ # TRM Model for ARC-AGI-1
20
+
21
+ ## Model Description
22
+
23
+ This is a Tiny Recursive Model (TRM) fine-tuned for solving Abstract Reasoning Challenge (ARC-AGI) tasks. The model performs abstract reasoning to predict output grids from input grids.
24
+
25
+ - **Developed by:** alphaXiv
26
+ - **Model type:** TRM-Attention
27
+ - **Language(s) (NLP):** N/A (grid-based reasoning)
28
+ - **License:** MIT
29
+ - **Finetuned from model:** Custom TRM architecture
30
+
31
+ ## Intended Use
32
+
33
+ ### Primary Use
34
+
35
+ This model is designed to solve ARC-AGI tasks by predicting the correct output grid transformation based on input grid patterns.
36
+
37
+ ### Out-of-Scope Use
38
+
39
+ Not intended for general NLP tasks, image generation, or other reasoning domains.
40
+
41
+ ## Limitations and Bias
42
+
43
+ - Trained only on ARC-AGI training and evaluation sets
44
+ - May not generalize to novel abstract reasoning tasks
45
+ - Performance limited by training data diversity
46
+
47
+ ## Training Data
48
+
49
+ The model was trained on the ARC-AGI dataset, which includes:
50
+ - Input-output grid pairs
51
+ - Various transformation patterns
52
+ - Training and evaluation splits
53
+
54
+ ## Evaluation Results
55
+
56
+ | Metric | Claimed | Achieved |
57
+ |--------|---------|----------|
58
+ | Pass@2 | 44.6% | 43.00% ± 0.16% |
59
+
60
+ Results from independent reproduction study.
61
+
62
+ ## Repository
63
+
64
+ https://github.com/alphaXiv/TinyRecursiveModels