Text Classification
Transformers
Safetensors
Laya
system-one
calibrated-decisions
rlcd
classification
routing
scoring
guardrails
moderation
reinforcement-learning
commercial-use
Instructions to use convaiinnovations/laya with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use convaiinnovations/laya with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-classification", model="convaiinnovations/laya")# pip install -U transformers accelerate # Load model directly from transformers import LayaTypedDecisions model = LayaTypedDecisions.from_pretrained("convaiinnovations/laya", device_map="auto") - Laya
How to use convaiinnovations/laya with Laya:
# No code snippets available yet for this library. # To use this model, check the repository files and the library's documentation. # Want to help? PRs adding snippets are welcome at: # https://github.com/huggingface/huggingface.js
- Inference
- Notebooks
- Google Colab
- Kaggle
ΠΠΎΡΡ ΠΈ ΠΌΠ°Π»ΡΡΠΊΠ°
1
#34 opened 10 days ago
by
nimirei
Vision graft on Laya: meal photo β calories/macros + food questions (LayaMacro, open source)
#33 opened 12 days ago
by
Aquos06
laya-train 0.4.0 fails on cuda/mps before training starts: base checkpoint evaluated while the model is still on CPU
#32 opened 14 days ago
by
MrSnuffy1972
Add decision-model tag
π 1
#31 opened 14 days ago
by
victor
Seb-9B vs Jev 1.13 vs Laya on the 17 public suites from Laya's benchmark report (identical questions, self-run)
#30 opened 15 days ago
by
ironbcc
π [SECURITY ALERT] Alignment Calibrator & Robustness Benchmark Available
#29 opened 15 days ago
by
urbisjuridica-ctrl
π [SECURITY ALERT] Alignment Calibrator & Robustness Benchmark Available
#28 opened 16 days ago
by
urbisjuridica-ctrl
very poor performance
2
#25 opened 17 days ago
by
josie-ford57
Laya performance on fontlab.org/ornotto
5
#24 opened 21 days ago
by
fontlab
Including models for router with higher input than 8192?
#23 opened 22 days ago
by
anrichvdwalt
Update README.md
#22 opened 25 days ago
by
rahul05ranjan
Laya as a judge!
2
#21 opened 25 days ago
by
rbai86
Independent head-to-head on a sealed 1,190-case manifest: laya 0.686 vs Jev 1.13.0 0.907 vs Qwen2.5-1.5B PCD 0.605, with paired intervals, plus three adapter findings
π₯ 2
#20 opened 26 days ago
by
saidutta69
Interest in acquiring Laya
π€―π 12
2
#19 opened 26 days ago
by
dtemaat
cbjev: Laya checkpoints fine-tuned into a one-pass layout (6.7x faster on multi-question calls)
#18 opened 27 days ago
by
0010101010-1
Higher-Context
2
#17 opened 28 days ago
by
amarosnithe
Free hosted endpoint for Laya, Jev-compatible API
ππ₯ 3
#16 opened 28 days ago
by
oezi13
Zero-shot Laya as an agent step guard: agrees when agents say "done", never escalates destructive commands, blind past 320β768 tokens
π 2
5
#15 opened 29 days ago
by
sinhal
Reproduced your 78.33% on MASSIVE exactly, but struggling on my own data. What am I missing?
2
#14 opened 29 days ago
by
JhouCode
A small real-world calibration check on Laya typed-decisions
1
#13 opened 29 days ago
by
NambiarONS
CPU latency numbers for laya-multilingual β the model card only has T4
4
#12 opened 29 days ago
by
htqmike
Real view of convaiinnovations/laya
#11 opened 29 days ago
by
RealFalconsAI
Decision model benchmarks
#10 opened 29 days ago
by
jglowa
Catalog selection: low gold-label accuracy and candidate-order sensitivity with Laya-MLX (multilingual included)
#9 opened 29 days ago
by
Ela7mady
First-run evaluation: K-12 school email triage (what worked, what didn't)
β€οΈ 3
2
#8 opened 29 days ago
by
nccyber
Laya feels like an embedding/similarity matcher, not a context-understanding model (benchmark included)
6
#7 opened 30 days ago
by
qwq95195
Independent Laya vs Jev head-to-head on identical inputs
ππ₯ 3
6
#6 opened about 1 month ago
by
saidutta69
Laya-MLX Metal Memory Growth Fix
#5 opened about 1 month ago
by
finche
What was the dataset used?
π 3
1
#4 opened about 1 month ago
by
encryptedoreo
Laya-multilingual: a 100-scenario decision-making evaluation
π₯ 19
1
#3 opened about 1 month ago
by
mghafiri
choice:11+ temperature (0.1006) saturates confidence: answers return at 1.00, wrong ones included
π 3
1
#2 opened about 1 month ago
by
DrowsyJungle