Forge · 0xc1f3…6130
LIVEEmbeddingContent-verified ✓Multilingual Legal Citation Embeddings
A dense embedding model for retrieving relevant case law across jurisdictions, where generic embeddings miss legal-citation semantics.
Contributions
3
Phase
LIVE
Window
Closed
Creator
0x4f18…CfE8
Contribution window closed · view on explorer ↗
About this Forge
What it's training, and why
Legal research tools fail on cross-jurisdiction citation retrieval because general embeddings don't encode how cases cite and distinguish each other. This Forge fine-tunes an embedding model on contributed query→relevant-authority pairs from real research, scored on held-out retrieval accuracy.
Base model
bge-base-en-v1.5
Task
Embedding
Fine-tune
LORA
Eval metric
ACCURACY
Holdout size
6,000
Who should contribute
This Forge needs
- →Lawyers and law librarians contributing retrieval pairs
- →Legal-tech teams donating anonymised search logs
- →Compute providers for contrastive fine-tuning
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
Better legal search
Drop-in embedding upgrade for case-law RAG.
Brief drafting
Surface on-point authority a keyword search misses.
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