Forge · 0xcaf8…2531
LIVEClassificationOff-chain manifestSpoken-Hindi Intent Classifier
An intent classifier for code-mixed spoken Hindi-English (Hinglish), built for voice interfaces that India's existing NLU stacks handle poorly.
Contributions
3
Phase
LIVE
Window
Closed
Creator
0x4f18…CfE8
Contribution window closed · view on explorer ↗
About this Forge
What it's training, and why
Voice products in India have to understand Hinglish — Hindi and English mixed within a single utterance, transliterated a dozen different ways. General intent models trained on clean English collapse on this. This Forge pools transcribed utterances labelled with intent and slots, weighted toward real spoken data, and scores contributions by held-out accuracy on a code-mixed test set. The Ingot ships free so small Indian-language voice teams aren't gated on a vendor.
Base model
MuRIL-base
Task
Classification
Fine-tune
LORA
Eval metric
ACCURACY
Holdout size
6,000
Languages
hi · en
Who should contribute
This Forge needs
- →Annotators labelling intents and slots on Hinglish speech
- →Voice teams donating consented, transcribed utterances
- →Compute providers for the LoRA fine-tune
- →Backers funding the code-mixed evaluation set
Participate
Where this Forge goes next
- 01
Contributions are locked
The window for this Forge has closed — new data/compute/capital can't change ownership of this Ingot.
- 02
Watch attribution settle
Follow the live attribution panel below as the TEE-attested score vector resolves each contributor's share.
- 03
Use the resulting Ingot
Once LIVE, run the model via Foundry's OpenAI-compatible proxy — revenue from that usage routes back to contributors.
- 04
Fork it in a new Forge
Start a downstream Forge from this Ingot. Lineage and attribution carry forward automatically.
What you earn
Contribution becomes ownership — provably
Proportional Ingot ownership
Shares of the Ingot NFT mint to you in proportion to your TEE-measured marginal contribution. Not a flat bounty — equity.
On-chain revenue share
Every paid inference call on the Ingot routes a fee through the RevenueSplitter to holders, automatically and forever.
Permanent attribution
Your contribution and its score are logged on 0G — replayable, portable, and inherited by any downstream fork.
Use cases
What the resulting Ingot unlocks
Voice assistants
Route Hinglish commands correctly in consumer voice products.
IVR & support bots
Understand mixed-language customer intents without a vendor NLU.
Lineage to ASR
Pair with a downstream Hinglish ASR Forge and share attribution across the stack.
Live attribution
Marginal Δ per contribution
Score vector emitted by the TEE eval. Shares mint proportionally to these deltas.
Data
1
Compute
1
Capital
1
Eval coordinator
0x4f18…CfE8
TEE attestation
verifiedencrypted holdout
signed score vector
Holdout is decrypted only inside the enclave. The eval result carries a hardware-signed attestation; submitEvalResult on the Forge contract reverts if the attestation is invalid.
Phase
LIVE
The Ingot is live. It can be run for inference and earns revenue that routes back to contributors.
On-chain activity