Publish verified Ariadne Banking interface

LICENSE

@@ -0,0 +1,176 @@
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README.md

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+---
+license: apache-2.0
+language:
+- en
+pipeline_tag: text-classification
+base_model: convaiinnovations/laya
+base_model_relation: adapter
+datasets:
+- PolyAI/banking77
+tags:
+- ariadne
+- laya
+- adapter
+- custom-code
+---
+
+# Ariadne Laya Banking
+
+Routes banking requests across all 77 Banking77 intents. This **4.2 MB specialist interface** runs on a shared frozen Laya base. Switching between compatible Ariadne specialists replaces about **1 million parameters**, while the **421 million parameter base** stays in memory. Each specialist uses its own small interface.
+
+## Use
+
+Install the included Python wheel from this downloaded model folder:
+
+```bash
+pip install ./ariadne_specialists-0.2.0a1-py3-none-any.whl
+```
+
+```python
+import ariadne
+from ariadne.specialists import Banking
+
+model = ariadne.load_specialist(Banking, model=".")
+result = model('My replacement card has not arrived.')
+print(result.label, result.score)
+```
+
+The base downloads automatically and is cached. Choose a device with `device="cpu"` or `device="cuda:1"`. A list of inputs returns a list of results. Scores have not been recalibrated for this task.
+
+## Load from Hugging Face
+
+After installing the included wheel, you can load this repository directly:
+
+```python
+import ariadne
+from ariadne.specialists import Banking
+
+model = ariadne.load_specialist(Banking, model="GoatHerder/Ariadne-Laya-BankingIntent")
+```
+
+Use the explicit `model=` argument with this preview wheel. The interface and pinned base are downloaded automatically and cached. Pass `revision="<commit hash>"` to pin a particular interface version.
+
+## Interface
+
+The interface is a 1,024 × 1,024 linear projection plus a 1,024-element bias: **1,049,600 trainable parameters**. It sits after the base's native embeddings and before encoder block 0. It starts as the identity; training updates only this projection. The shared base has 421,293,827 parameters. Compatible specialists share one resident base in the same Python process and on the same device.
+
+## Results
+
+Local evaluation uses the same **3,076 inputs** for every model. Accuracy is per decision; macro-F1 averages the task's classes (and flag namespaces for Privacy).
+
+| Model | Accuracy | Macro-F1 |
+|---|---:|---:|
+| Base Laya | 36.05% | 36.19% |
+| Ariadne Banking | 87.84% | 87.90% |
+| [functionX86/banking77-intent-classifier](https://huggingface.co/functionX86/banking77-intent-classifier) | 92.46% | 92.45% |
+| TF-IDF + logistic regression | 87.03% | 87.00% |
+
+Same source dataset; exact training row overlap with our test is unverified. This table does not establish a common unseen-test ranking. `metrics.json` records model revisions, comparison methods, per-class results and existing-task retention.
+
+## Training and scope
+
+Trained on [PolyAI/banking77](https://huggingface.co/datasets/PolyAI/banking77), revision `90d4e2ee5521c04fc1488f065b8b083658768c57`. Prepared train/validation/test sizes: **7,847 / 970 / 3,076**. Overlength exclusions: `{'train': 0, 'validation': 0, 'test': 0}`.
+
+One seed (0); epoch 4 selected by validation loss, training stopped after epoch 10. LR 1e-4, minimum 10 epochs, patience 3. Only the 1,049,600 exact-identity-initialized interface parameters were trained. The original embeddings, 28 encoder blocks and decision heads stayed frozen and in evaluation mode. Deterministic GPU settings were enabled.
+
+- Label-independent lexical groups at cosine >=0.90; excluded 1167 training rows related to official test. Semantic independence is unverified.
+
+English only. Unsupported or ambiguous inputs still receive a prediction. Source datasets retain their own licences. This checkpoint is one training run; it does not establish across-seed variance.
+
+Base revision: `55cf4c4ebb4ebe31b2550e8bdf3bd21b99753851`. Independent adaptation; no affiliation with the original Laya authors.

THIRD_PARTY.md

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+# Sources and attribution
+
+## Shared model
+
+This interface uses [convaiinnovations/laya](https://huggingface.co/convaiinnovations/laya/tree/55cf4c4ebb4ebe31b2550e8bdf3bd21b99753851) at revision `55cf4c4ebb4ebe31b2550e8bdf3bd21b99753851`. The runtime downloads and caches the base separately. Original Laya embeddings, encoder blocks and decision heads remain frozen.
+
+## Software
+
+Ariadne's runtime, prompts and benchmark preparation use code or recipes adapted from:
+
+- [NandhaKishorM/laya](https://github.com/NandhaKishorM/laya/tree/4066d5d5fbf08b66c6757ddeedbd797bd7655bc0), commit `4066d5d5fbf08b66c6757ddeedbd797bd7655bc0`, Apache-2.0. Notice: [licenses/laya-LICENSE](licenses/laya-LICENSE).
+- [AbdelStark/jev-benchmarks](https://github.com/AbdelStark/jev-benchmarks/tree/0d610cc53e79bcbec691312b0c4adb4a0e371642), commit `0d610cc53e79bcbec691312b0c4adb4a0e371642`, Apache-2.0. Notice: [licenses/jev-benchmarks-LICENSE](licenses/jev-benchmarks-LICENSE).
+
+Ariadne's license is in [LICENSE](LICENSE). Other installed dependencies retain their own licenses. Independent adaptation; no affiliation with or endorsement by the source authors.
+
+## Training data and evaluation
+
+Dataset: [PolyAI/banking77](https://huggingface.co/datasets/PolyAI/banking77/tree/90d4e2ee5521c04fc1488f065b8b083658768c57), revision `90d4e2ee5521c04fc1488f065b8b083658768c57`. Dataset metadata is preserved in [source.json](source.json). The dataset retains its own license; training data is not included in this package.
+
+See [README.md](README.md) for task scope and comparison limitations, and [metrics.json](metrics.json) for the public comparison model's revision and evaluation details. Public comparison weights are not included.

adapter.safetensors

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+size 4198616

adapter_config.json

@@ -0,0 +1,26 @@
+{
+  "format_version": 1,
+  "interface": "exact_linear",
+  "position": "after native embeddings, before ModernBERT block 0",
+  "base_model": "convaiinnovations/laya",
+  "base_revision": "55cf4c4ebb4ebe31b2550e8bdf3bd21b99753851",
+  "candidate_seed": 0,
+  "max_len": 2048,
+  "head_max_len": 960,
+  "trainable_parameters_during_training": 1049600,
+  "frozen_state_sha256": "7560d83b1e1c17cce7eb67b25674fc8e7f0958bac4b47f559c725f8695c4d59b",
+  "base_config_sha256": {
+    "rl_agent_config.json": "ae287b56bbcf5f8c4f4541ae9dfd00c914c4c48b940b8398c3058af37ba92bbd",
+    "encoder/config.json": "bf3ab80598fdccf414855a2ce80f22859e4492d06ca8a62ddd1cfb63972f8979",
+    "tokenizer/tokenizer.json": "6c8aaa9a542084f2457eab775d4eeb51f92a70c0fd9de28d5edb0ddec3c08d30",
+    "tokenizer/tokenizer_config.json": "50044de60daaa73df97d262e15a40d4faf0160e7d742df64b377877a1320dd12"
+  },
+  "seeds": {
+    "0": {
+      "weights_file": "adapter.safetensors",
+      "weights_sha256": "a4607579c28e58bed5abb71b1e4894b9f79add4b22c335a864ee9dc42a222bef",
+      "selected_epoch": 4
+    }
+  },
+  "task_sha256": "90eceb7d41b97885ab38f6cfd1a37fbaaed4f127f52e9ac66efd952b3b66fd60"
+}

export-verification.json

@@ -0,0 +1,16 @@
+{
+  "passed": true,
+  "installed_wheel_imported_outside_workspace": true,
+  "test_cases": 3076,
+  "all_single_request_labels_and_probabilities_exact": true,
+  "two_specialists_one_backbone": true,
+  "real_adapter_switching_roundtrip_exact": true,
+  "closing_one_specialist_preserves_other": true,
+  "batch_interface_checked": true,
+  "public_batch_matches_native_batch_exactly": true,
+  "batch_single_max_probability_difference": 0.000500000000000056,
+  "batch_single_label_differences": 0,
+  "all_base_tensors_unchanged": true,
+  "all_modules_eval": true,
+  "device": "cuda:1"
+}

licenses/jev-benchmarks-LICENSE

@@ -0,0 +1,201 @@
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+   you may not use this file except in compliance with the License.
+   You may obtain a copy of the License at
+
+       http://www.apache.org/licenses/LICENSE-2.0
+
+   Unless required by applicable law or agreed to in writing, software
+   distributed under the License is distributed on an "AS IS" BASIS,
+   WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+   See the License for the specific language governing permissions and
+   limitations under the License.

licenses/laya-LICENSE

@@ -0,0 +1,176 @@
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release_manifest.json

@@ -0,0 +1,28 @@
+{
+  "status": "verified model; repackaged for manual upload",
+  "repository": "GoatHerder/Ariadne-Laya-BankingIntent",
+  "source_release_manifest_sha256": "c5648774c16a612138d868f22b9ccc4143c4b592f86e6e1175cc58ae63a240f3",
+  "unchanged_verified_files_sha256": {
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+    "adapter_config.json": "456232a6ffc9ef9e58936caea70bd98926ad18cfdd6f5ac42109543d5a2889f0",
+    "task.json": "90eceb7d41b97885ab38f6cfd1a37fbaaed4f127f52e9ac66efd952b3b66fd60",
+    "metrics.json": "98871ebfbfa6104b98ec55996fc9e7b9f20ce71477eda84ad0017347347d16c5",
+    "export-verification.json": "96c573e455f3f97dc58c0ea17bef849e60ff2731d4c146588da48f2870c02cf8",
+    "LICENSE": "a6cba85bc92e0cff7a450b1d873c0eaa2e9fc96bf472df0247a26bec77bf3ff9",
+    "ariadne_specialists-0.2.0a1-py3-none-any.whl": "29d37ac17c3a58c482890666ba337ba74b7e5662471f92965ef715bd5f5abfaa"
+  },
+  "files_sha256": {
+    "LICENSE": "a6cba85bc92e0cff7a450b1d873c0eaa2e9fc96bf472df0247a26bec77bf3ff9",
+    "README.md": "c35b19a55667ad72e3c8034b0421fb6433b5776f6b3ead8b0df1b7b79b380174",
+    "THIRD_PARTY.md": "6428978c388fb1ac13e3d70df4852f2ac31608d4a7b6d3641457de59ea846745",
+    "adapter.safetensors": "a4607579c28e58bed5abb71b1e4894b9f79add4b22c335a864ee9dc42a222bef",
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+    "export-verification.json": "96c573e455f3f97dc58c0ea17bef849e60ff2731d4c146588da48f2870c02cf8",
+    "licenses/jev-benchmarks-LICENSE": "c71d239df91726fc519c6eb72d318ec65820627232b2f796219e87dcf35d0ab4",
+    "licenses/laya-LICENSE": "a6cba85bc92e0cff7a450b1d873c0eaa2e9fc96bf472df0247a26bec77bf3ff9",
+    "metrics.json": "98871ebfbfa6104b98ec55996fc9e7b9f20ce71477eda84ad0017347347d16c5",
+    "source.json": "ba6571285a373f69c62e6dc477911bf566bd5dba287f037bdb2c9a7ad59f2446",
+    "task.json": "90eceb7d41b97885ab38f6cfd1a37fbaaed4f127f52e9ac66efd952b3b66fd60"
+  }
+}

source.json

@@ -0,0 +1,42 @@
+{
+  "id": "PolyAI/banking77",
+  "revision": "90d4e2ee5521c04fc1488f065b8b083658768c57",
+  "card": {
+    "annotations_creators": [
+      "expert-generated"
+    ],
+    "language_creators": [
+      "expert-generated"
+    ],
+    "language": [
+      "en"
+    ],
+    "license": [
+      "cc-by-4.0"
+    ],
+    "multilinguality": [
+      "monolingual"
+    ],
+    "size_categories": [
+      "10K<n<100K"
+    ],
+    "source_datasets": [
+      "original"
+    ],
+    "task_categories": [
+      "text-classification"
+    ],
+    "task_ids": [
+      "intent-classification",
+      "multi-class-classification"
+    ],
+    "pretty_name": "BANKING77",
+    "extended": [
+      "original"
+    ]
+  },
+  "upstream": {
+    "repo": "PolyAI-LDN/task-specific-datasets",
+    "revision": "57ec275d8078af65b7731c2a98be812d844a6d6b"
+  }
+}

task.json

@@ -0,0 +1,102 @@
+{
+  "domain": "banking-intent",
+  "questions": {
+    "label": {
+      "type": "choice",
+      "instructions": "Choose the banking customer intent that best matches this request.",
+      "criteria": {
+        "Refund_not_showing_up": "Refund not showing up",
+        "activate_my_card": "activate my card",
+        "age_limit": "age limit",
+        "apple_pay_or_google_pay": "apple pay or google pay",
+        "atm_support": "atm support",
+        "automatic_top_up": "automatic top up",
+        "balance_not_updated_after_bank_transfer": "balance not updated after bank transfer",
+        "balance_not_updated_after_cheque_or_cash_deposit": "balance not updated after cheque or cash deposit",
+        "beneficiary_not_allowed": "beneficiary not allowed",
+        "cancel_transfer": "cancel transfer",
+        "card_about_to_expire": "card about to expire",
+        "card_acceptance": "card acceptance",
+        "card_arrival": "card arrival",
+        "card_delivery_estimate": "card delivery estimate",
+        "card_linking": "card linking",
+        "card_not_working": "card not working",
+        "card_payment_fee_charged": "card payment fee charged",
+        "card_payment_not_recognised": "card payment not recognised",
+        "card_payment_wrong_exchange_rate": "card payment wrong exchange rate",
+        "card_swallowed": "card swallowed",
+        "cash_withdrawal_charge": "cash withdrawal charge",
+        "cash_withdrawal_not_recognised": "cash withdrawal not recognised",
+        "change_pin": "change pin",
+        "compromised_card": "compromised card",
+        "contactless_not_working": "contactless not working",
+        "country_support": "country support",
+        "declined_card_payment": "declined card payment",
+        "declined_cash_withdrawal": "declined cash withdrawal",
+        "declined_transfer": "declined transfer",
+        "direct_debit_payment_not_recognised": "direct debit payment not recognised",
+        "disposable_card_limits": "disposable card limits",
+        "edit_personal_details": "edit personal details",
+        "exchange_charge": "exchange charge",
+        "exchange_rate": "exchange rate",
+        "exchange_via_app": "exchange via app",
+        "extra_charge_on_statement": "extra charge on statement",
+        "failed_transfer": "failed transfer",
+        "fiat_currency_support": "fiat currency support",
+        "get_disposable_virtual_card": "get disposable virtual card",
+        "get_physical_card": "get physical card",
+        "getting_spare_card": "getting spare card",
+        "getting_virtual_card": "getting virtual card",
+        "lost_or_stolen_card": "lost or stolen card",
+        "lost_or_stolen_phone": "lost or stolen phone",
+        "order_physical_card": "order physical card",
+        "passcode_forgotten": "passcode forgotten",
+        "pending_card_payment": "pending card payment",
+        "pending_cash_withdrawal": "pending cash withdrawal",
+        "pending_top_up": "pending top up",
+        "pending_transfer": "pending transfer",
+        "pin_blocked": "pin blocked",
+        "receiving_money": "receiving money",
+        "request_refund": "request refund",
+        "reverted_card_payment?": "reverted card payment?",
+        "supported_cards_and_currencies": "supported cards and currencies",
+        "terminate_account": "terminate account",
+        "top_up_by_bank_transfer_charge": "top up by bank transfer charge",
+        "top_up_by_card_charge": "top up by card charge",
+        "top_up_by_cash_or_cheque": "top up by cash or cheque",
+        "top_up_failed": "top up failed",
+        "top_up_limits": "top up limits",
+        "top_up_reverted": "top up reverted",
+        "topping_up_by_card": "topping up by card",
+        "transaction_charged_twice": "transaction charged twice",
+        "transfer_fee_charged": "transfer fee charged",
+        "transfer_into_account": "transfer into account",
+        "transfer_not_received_by_recipient": "transfer not received by recipient",
+        "transfer_timing": "transfer timing",
+        "unable_to_verify_identity": "unable to verify identity",
+        "verify_my_identity": "verify my identity",
+        "verify_source_of_funds": "verify source of funds",
+        "verify_top_up": "verify top up",
+        "virtual_card_not_working": "virtual card not working",
+        "visa_or_mastercard": "visa or mastercard",
+        "why_verify_identity": "why verify identity",
+        "wrong_amount_of_cash_received": "wrong amount of cash received",
+        "wrong_exchange_rate_for_cash_withdrawal": "wrong exchange rate for cash withdrawal"
+      }
+    }
+  },
+  "max_len": 2048,
+  "head_max_len": 960,
+  "primary_metric": "macro_f1",
+  "checkpoint_selection": "minimum validation cross entropy",
+  "max_sequence_tokens": 1006,
+  "input_or_candidate_truncation": false,
+  "scope": [
+    "Label-independent lexical groups at cosine >=0.90; excluded 1167 training rows related to official test. Semantic independence is unverified."
+  ],
+  "excluded_overlength_counts": {
+    "train": 0,
+    "validation": 0,
+    "test": 0
+  }
+}