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README.md

@@ -0,0 +1,33 @@
+---
+tags:
+- multabench
+- embeddings
+---
+
+# MulTaBench text embeddings (TILE)
+
+Part of [MulTaBench](https://github.com/alanarazi7/MulTaBench), a benchmark for multimodal tabular learning.
+
+Frozen [TILE](https://github.com/soda-inria/tile) embeddings of the MulTaBench text datasets (Llama-3.1-8B, first 14
+layers), cached so the TILE models' leaderboard runs don't re-encode them. TILE reads whole rows, so each
+`<dataset>/embeddings.npz` maps every distinct serialized row to one mean-pooled 4096-d vector per string column, the
+text columns and the ones stored as categories (float16; PCA is fitted per run, on the training rows); `meta.json`
+holds the dataset's rows and columns, the encoding time per column and the hardware. See
+[Cached embeddings](https://github.com/alanarazi7/MulTaBench#cached-embeddings). An earlier cache, of the text columns
+only, is kept in [multabench/embeddings-tile-legacy](https://huggingface.co/datasets/multabench/embeddings-tile-legacy).
+
+**Paper:** [MulTaBench: Benchmarking Multimodal Tabular Learning with Text and Image](https://huggingface.co/papers/2605.10616) · **Leaderboard:** [multabench/leaderboard](https://huggingface.co/spaces/multabench/leaderboard)
+
+## Citation
+
+```bibtex
+@misc{arazi2026multabenchbenchmarkingmultimodaltabular,
+  title={MulTaBench: Benchmarking Multimodal Tabular Learning with Text and Image},
+  author={Alan Arazi and Eilam Shapira and Shoham Grunblat and Mor Ventura and Elad Hoffer and Gioia Blayer and David Holzmüller and Lennart Purucker and Gaël Varoquaux and Frank Hutter and Roi Reichart},
+  year={2026},
+  eprint={2605.10616},
+  archivePrefix={arXiv},
+  primaryClass={cs.LG},
+  url={https://arxiv.org/abs/2605.10616},
+}
+```

core-text-cls-data-scientist-salary/meta.json

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+{
+  "dataset": "MUL_TEXT_DATA_SCIENTIST_SALARY",
+  "encoder": "tile",
+  "model": "meta-llama/Llama-3.1-8B",
+  "n_rows": 15841,
+  "n_inputs": 12074,
+  "n_columns": 6,
+  "features": [
+    "experience",
+    "job_description",
+    "job_desig",
+    "job_type",
+    "key_skills",
+    "location"
+  ],
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+  "encode_seconds": {
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+  },
+  "total_seconds": 57.44447592400002,
+  "git": "aacdb83",
+  "timestamp": "2026-11-02 08:28:58",
+  "gpu_type": "NVIDIA H100 80GB HBM3",
+  "gpu_total_memory_gb": 79.1787109375,
+  "use_gpu": true,
+  "cpu_cores": 8,
+  "system_ram_gb": 230.03648376464844,
+  "cpu_name": "Intel(R) Xeon(R) Platinum 8481C CPU @ 2.70GHz",
+  "visible_cpus": 8,
+  "ram_limit_gb": 64.0,
+  "expected_hardware": {
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+    "GPU is NVIDIA H100 80GB HBM3, not NVIDIA A100",
+    "8 CPUs are available, not 6",
+    "RAM is limited to 64.0 GB, not 32 GB"
+  ]
+}

core-text-cls-fake-job-posting/meta.json

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+{
+  "dataset": "BIN_TEXT_FAKE_JOB_POSTING",
+  "encoder": "tile",
+  "model": "meta-llama/Llama-3.1-8B",
+  "n_rows": 12725,
+  "n_inputs": 12681,
+  "n_columns": 5,
+  "features": [
+    "description",
+    "required_education",
+    "required_experience",
+    "salary_range",
+    "title"
+  ],
+  "load_seconds": 55.331987787,
+  "encode_seconds": {
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+  "git": "aacdb83",
+  "timestamp": "2026-11-02 08:26:48",
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+    "8 CPUs are available, not 6",
+    "RAM is limited to 64.0 GB, not 32 GB"
+  ]
+}

core-text-cls-jigsaw-toxicity/meta.json

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+{
+  "dataset": "BIN_TEXT_JIGSAW_TOXICITY",
+  "encoder": "tile",
+  "model": "meta-llama/Llama-3.1-8B",
+  "n_rows": 100000,
+  "n_inputs": 99998,
+  "n_columns": 31,
+  "features": [
+    "comment_text"
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+  "encode_seconds": {
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+  "git": "aacdb83",
+  "timestamp": "2026-11-02 08:32:45",
+  "gpu_type": "NVIDIA H100 80GB HBM3",
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+  "cpu_name": "Intel(R) Xeon(R) Platinum 8481C CPU @ 2.70GHz",
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+}

core-text-cls-kickstarter-funding/meta.json

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+{
+  "dataset": "BIN_TEXT_KICKSTARTER_FUNDING",
+  "encoder": "tile",
+  "model": "meta-llama/Llama-3.1-8B",
+  "n_rows": 86502,
+  "n_inputs": 86502,
+  "n_columns": 9,
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+    "currency",
+    "desc",
+    "keywords",
+    "name"
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+  "git": "aacdb83",
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+  "gpu_type": "NVIDIA H100 80GB HBM3",
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+  "cpu_name": "Intel(R) Xeon(R) Platinum 8481C CPU @ 2.70GHz",
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+    "8 CPUs are available, not 6",
+    "RAM is limited to 64.0 GB, not 32 GB"
+  ]
+}

core-text-cls-michelin-restaurants/embeddings.npz

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core-text-cls-michelin-restaurants/meta.json

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+{
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+  "encoder": "tile",
+  "model": "meta-llama/Llama-3.1-8B",
+  "n_rows": 18843,
+  "n_inputs": 18843,
+  "n_columns": 11,
+  "features": [
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+    "Cuisine",
+    "Description",
+    "FacilitiesAndServices",
+    "Location",
+    "Name",
+    "Price"
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+    "8 CPUs are available, not 6",
+    "RAM is limited to 64.0 GB, not 32 GB"
+  ]
+}

core-text-cls-product-sentiment/embeddings.npz

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core-text-cls-product-sentiment/meta.json

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+  "encoder": "tile",
+  "model": "meta-llama/Llama-3.1-8B",
+  "n_rows": 5091,
+  "n_inputs": 5087,
+  "n_columns": 2,
+  "features": [
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+    "8 CPUs are available, not 6",
+    "RAM is limited to 64.0 GB, not 32 GB"
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+}

core-text-cls-spotify-genres/embeddings.npz

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core-text-cls-spotify-genres/meta.json

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+{
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+  "encoder": "tile",
+  "model": "meta-llama/Llama-3.1-8B",
+  "n_rows": 114000,
+  "n_inputs": 90386,
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+    "8 CPUs are available, not 6",
+    "RAM is limited to 64.0 GB, not 32 GB"
+  ]
+}

core-text-cls-us-accidents/meta.json

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+{
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+  "encoder": "tile",
+  "model": "meta-llama/Llama-3.1-8B",
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+  "n_inputs": 99968,
+  "n_columns": 44,
+  "features": [
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+    "Astronomical_Twilight",
+    "City",
+    "Civil_Twilight",
+    "Country",
+    "County",
+    "Description",
+    "Nautical_Twilight",
+    "Source",
+    "State",
+    "Street",
+    "Sunrise_Sunset",
+    "Timezone",
+    "Weather_Condition",
+    "Wind_Direction",
+    "Zipcode"
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+    "8 CPUs are available, not 6",
+    "RAM is limited to 64.0 GB, not 32 GB"
+  ]
+}

core-text-cls-wine-review/meta.json

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+{
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+  "encoder": "tile",
+  "model": "meta-llama/Llama-3.1-8B",
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+    "RAM is limited to 64.0 GB, not 32 GB"
+  ]
+}

core-text-cls-women-clothing-review/embeddings.npz

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core-text-cls-women-clothing-review/meta.json

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+    "Division Name",
+    "Review Text",
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+}

core-text-reg-babies-prices/meta.json

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+{
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+  "encoder": "tile",
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+  "n_inputs": 5030,
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+    "colors",
+    "company_free",
+    "company_struct",
+    "fabrics",
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+    "length",
+    "materials",
+    "title",
+    "weight",
+    "width"
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+    "RAM is limited to 64.0 GB, not 32 GB"
+  ]
+}

core-text-reg-book-price/meta.json

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+{
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+  "n_rows": 4989,
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+    "Edition",
+    "Genre",
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+    "8 CPUs are available, not 6",
+    "RAM is limited to 64.0 GB, not 32 GB"
+  ]
+}

core-text-reg-book-readability/meta.json

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+{
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+  "encoder": "tile",
+  "model": "meta-llama/Llama-3.1-8B",
+  "n_rows": 4724,
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+  "features": [
+    "Anthology",
+    "Author",
+    "British Words",
+    "Category",
+    "Excerpt",
+    "License",
+    "Location",
+    "MPAA Max",
+    "Source",
+    "Title",
+    "URL"
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+    "8 CPUs are available, not 6",
+    "RAM is limited to 64.0 GB, not 32 GB"
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+}

core-text-reg-mercari-marketplace/meta.json

@@ -0,0 +1,43 @@
+{
+  "dataset": "REG_TEXT_MERCARI_MARKETPLACE",
+  "encoder": "tile",
+  "model": "meta-llama/Llama-3.1-8B",
+  "n_rows": 100000,
+  "n_inputs": 99998,
+  "n_columns": 9,
+  "features": [
+    "brand_name",
+    "cat1",
+    "cat2",
+    "cat3",
+    "category_name",
+    "item_description",
+    "name"
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+  "gpu_type": "NVIDIA H100 80GB HBM3",
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+  "cpu_name": "Intel(R) Xeon(R) Platinum 8481C CPU @ 2.70GHz",
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+    "ram_gb": 32
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+    "GPU is NVIDIA H100 80GB HBM3, not NVIDIA A100",
+    "8 CPUs are available, not 6",
+    "RAM is limited to 64.0 GB, not 32 GB"
+  ]
+}

core-text-reg-montgomery-salaries/meta.json

@@ -0,0 +1,44 @@
+{
+  "dataset": "REG_TEXT_MONTGOMERY_SALARIES",
+  "encoder": "tile",
+  "model": "meta-llama/Llama-3.1-8B",
+  "n_rows": 9228,
+  "n_inputs": 9228,
+  "n_columns": 11,
+  "features": [
+    "assignment_category",
+    "department",
+    "department_name",
+    "division",
+    "employee_position_title",
+    "full_name",
+    "gender",
+    "underfilled_job_title"
+  ],
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+  "timestamp": "2026-11-02 08:53:27",
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+  "cpu_name": "Intel(R) Xeon(R) Platinum 8481C CPU @ 2.70GHz",
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+  "ram_limit_gb": 64.0,
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+    "GPU is NVIDIA H100 80GB HBM3, not NVIDIA A100",
+    "8 CPUs are available, not 6",
+    "RAM is limited to 64.0 GB, not 32 GB"
+  ]
+}

core-text-reg-rotten-tomatoes/meta.json

@@ -0,0 +1,49 @@
+{
+  "dataset": "REG_TEXT_ROTTEN_TOMATOES",
+  "encoder": "tile",
+  "model": "meta-llama/Llama-3.1-8B",
+  "n_rows": 7158,
+  "n_inputs": 7158,
+  "n_columns": 15,
+  "features": [
+    "Actors",
+    "Cast",
+    "Country",
+    "Creator",
+    "Description",
+    "Director",
+    "Filming Locations",
+    "Genre",
+    "Language",
+    "Name",
+    "RatingCount",
+    "Release Date",
+    "ReviewCount"
+  ],
+  "load_seconds": 39.426206277999995,
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+  "gpu_type": "NVIDIA H100 80GB HBM3",
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+  "use_gpu": true,
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+  "cpu_name": "Intel(R) Xeon(R) Platinum 8481C CPU @ 2.70GHz",
+  "visible_cpus": 8,
+  "ram_limit_gb": 64.0,
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+    "GPU is NVIDIA H100 80GB HBM3, not NVIDIA A100",
+    "8 CPUs are available, not 6",
+    "RAM is limited to 64.0 GB, not 32 GB"
+  ]
+}

core-text-reg-scimagojr-impact/meta.json

@@ -0,0 +1,50 @@
+{
+  "dataset": "REG_TEXT_SCIMAGOJR_IMPACT",
+  "encoder": "tile",
+  "model": "meta-llama/Llama-3.1-8B",
+  "n_rows": 31136,
+  "n_inputs": 31136,
+  "n_columns": 22,
+  "features": [
+    "%Female",
+    "Areas",
+    "Categories",
+    "Citations / Doc  (2years)",
+    "Country",
+    "Coverage",
+    "Issn",
+    "Publisher",
+    "Ref  / Doc ",
+    "Region",
+    "SJR",
+    "SJR Best Quartile",
+    "Title",
+    "Type"
+  ],
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+  "encode_seconds": {
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+  "total_seconds": 148.75632794799998,
+  "git": "aacdb83",
+  "timestamp": "2026-11-02 08:54:58",
+  "gpu_type": "NVIDIA H100 80GB HBM3",
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+  "cpu_cores": 8,
+  "system_ram_gb": 230.03649520874023,
+  "cpu_name": "Intel(R) Xeon(R) Platinum 8481C CPU @ 2.70GHz",
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+    "GPU is NVIDIA H100 80GB HBM3, not NVIDIA A100",
+    "8 CPUs are available, not 6",
+    "RAM is limited to 64.0 GB, not 32 GB"
+  ]
+}

core-text-reg-vancouver-salaries/meta.json

@@ -0,0 +1,39 @@
+{
+  "dataset": "REG_TEXT_VANCOUVER_SALARIES",
+  "encoder": "tile",
+  "model": "meta-llama/Llama-3.1-8B",
+  "n_rows": 44574,
+  "n_inputs": 44564,
+  "n_columns": 5,
+  "features": [
+    "department",
+    "name",
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+  "git": "aacdb83",
+  "timestamp": "2026-11-02 09:01:07",
+  "gpu_type": "NVIDIA H100 80GB HBM3",
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+  "visible_cpus": 8,
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+    "8 CPUs are available, not 6",
+    "RAM is limited to 64.0 GB, not 32 GB"
+  ]
+}

core-text-reg-video-games-sales/meta.json

@@ -0,0 +1,40 @@
+{
+  "dataset": "REG_TEXT_VIDEO_GAMES_SALES",
+  "encoder": "tile",
+  "model": "meta-llama/Llama-3.1-8B",
+  "n_rows": 16598,
+  "n_inputs": 16596,
+  "n_columns": 5,
+  "features": [
+    "Genre",
+    "Name",
+    "Platform",
+    "Publisher"
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+  "timestamp": "2026-11-02 09:02:53",
+  "gpu_type": "NVIDIA H100 80GB HBM3",
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+  "visible_cpus": 8,
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+    "8 CPUs are available, not 6",
+    "RAM is limited to 64.0 GB, not 32 GB"
+  ]
+}

core-text-reg-zomato-restaurants/meta.json

@@ -0,0 +1,50 @@
+{
+  "dataset": "REG_TEXT_ZOMATO_RESTAURANTS",
+  "encoder": "tile",
+  "model": "meta-llama/Llama-3.1-8B",
+  "n_rows": 41665,
+  "n_inputs": 41640,
+  "n_columns": 15,
+  "features": [
+    "address",
+    "approx cost(for two people)",
+    "book_table",
+    "cuisines",
+    "dish_liked",
+    "listed_in(city)",
+    "listed_in(type)",
+    "location",
+    "menu_item",
+    "name",
+    "online_order",
+    "phone",
+    "rest_type",
+    "reviews_list"
+  ],
+  "load_seconds": 38.000625428999996,
+  "encode_seconds": {
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+  "git": "aacdb83",
+  "timestamp": "2026-11-02 09:50:25",
+  "gpu_type": "NVIDIA H100 80GB HBM3",
+  "gpu_total_memory_gb": 79.1787109375,
+  "use_gpu": true,
+  "cpu_cores": 8,
+  "system_ram_gb": 230.03649520874023,
+  "cpu_name": "Intel(R) Xeon(R) Platinum 8481C CPU @ 2.70GHz",
+  "visible_cpus": 8,
+  "ram_limit_gb": 64.0,
+  "expected_hardware": {
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+  "official_hardware_mismatches": [
+    "GPU is NVIDIA H100 80GB HBM3, not NVIDIA A100",
+    "8 CPUs are available, not 6",
+    "RAM is limited to 64.0 GB, not 32 GB"
+  ]
+}

extended-text-cls-american-eagle-prices/meta.json

@@ -0,0 +1,47 @@
+{
+  "dataset": "MUL_TEXT_AMERICAN_EAGLE_PRICES",
+  "encoder": "tile",
+  "model": "meta-llama/Llama-3.1-8B",
+  "n_rows": 22662,
+  "n_inputs": 14839,
+  "n_columns": 13,
+  "features": [
+    "available_size",
+    "brand_name",
+    "color",
+    "description",
+    "mrp",
+    "pdp_url",
+    "product_category",
+    "product_name",
+    "retailer",
+    "style_attributes",
+    "total_sizes"
+  ],
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+  "git": "aacdb83",
+  "timestamp": "2026-11-02 09:43:19",
+  "gpu_type": "NVIDIA H100 80GB HBM3",
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+  "cpu_name": "Intel(R) Xeon(R) Platinum 8481C CPU @ 2.70GHz",
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+  "official_hardware_mismatches": [
+    "GPU is NVIDIA H100 80GB HBM3, not NVIDIA A100",
+    "8 CPUs are available, not 6",
+    "RAM is limited to 64.0 GB, not 32 GB"
+  ]
+}

extended-text-cls-books-goodreads/embeddings.npz

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:90dc0d4d2c32544a481b6df1fb1f5dde1ce27b5a3e9afbd796e5f32ef7fb295c
+size 305545478

extended-text-cls-books-goodreads/meta.json

@@ -0,0 +1,47 @@
+{
+  "dataset": "MUL_TEXT_BOOKS_GOODREADS",
+  "encoder": "tile",
+  "model": "meta-llama/Llama-3.1-8B",
+  "n_rows": 3967,
+  "n_inputs": 3658,
+  "n_columns": 14,
+  "features": [
+    "Description",
+    "FirstAuthor",
+    "Format",
+    "ISBN",
+    "ISBN13",
+    "Language",
+    "NumberofReviews",
+    "Publisher",
+    "SecondAuthor",
+    "ThirdAuthor",
+    "Title"
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+  "git": "aacdb83",
+  "timestamp": "2026-11-02 09:36:49",
+  "gpu_type": "NVIDIA H100 80GB HBM3",
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+  "use_gpu": true,
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+  "system_ram_gb": 230.03649520874023,
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+  "official_hardware_mismatches": [
+    "GPU is NVIDIA H100 80GB HBM3, not NVIDIA A100",
+    "8 CPUs are available, not 6",
+    "RAM is limited to 64.0 GB, not 32 GB"
+  ]
+}

extended-text-cls-box-office/meta.json

@@ -0,0 +1,47 @@
+{
+  "dataset": "MUL_TEXT_BOX_OFFICE",
+  "encoder": "tile",
+  "model": "meta-llama/Llama-3.1-8B",
+  "n_rows": 7408,
+  "n_inputs": 7405,
+  "n_columns": 19,
+  "features": [
+    "collection",
+    "genres",
+    "original_language",
+    "original_title",
+    "overview",
+    "production_companies",
+    "production_countries",
+    "spoken_languages",
+    "status",
+    "tagline",
+    "title"
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+    "GPU is NVIDIA H100 80GB HBM3, not NVIDIA A100",
+    "8 CPUs are available, not 6",
+    "RAM is limited to 64.0 GB, not 32 GB"
+  ]
+}

extended-text-cls-california-prices/meta.json

@@ -0,0 +1,55 @@
+{
+  "dataset": "BIN_TEXT_CALIFORNIA_PRICES",
+  "encoder": "tile",
+  "model": "meta-llama/Llama-3.1-8B",
+  "n_rows": 37951,
+  "n_inputs": 37951,
+  "n_columns": 39,
+  "features": [
+    "Address",
+    "Appliances_included",
+    "Bedrooms",
+    "City",
+    "Cooling",
+    "Cooling_features",
+    "Elementary_School",
+    "Flooring",
+    "Heating",
+    "Heating_features",
+    "High_School",
+    "Laundry_features",
+    "Middle_School",
+    "Parking",
+    "Parking_features",
+    "Region",
+    "State",
+    "Summary",
+    "Type"
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+    "8 CPUs are available, not 6",
+    "RAM is limited to 64.0 GB, not 32 GB"
+  ]
+}

extended-text-cls-consumer-complaint/meta.json

@@ -0,0 +1,50 @@
+{
+  "dataset": "MUL_TEXT_CONSUMER_COMPLAINT",
+  "encoder": "tile",
+  "model": "meta-llama/Llama-3.1-8B",
+  "n_rows": 100000,
+  "n_inputs": 99760,
+  "n_columns": 16,
+  "features": [
+    "Company",
+    "Company public response",
+    "Consumer complaint narrative",
+    "Consumer consent provided?",
+    "Consumer disputed?",
+    "Issue",
+    "Product",
+    "State",
+    "Sub-issue",
+    "Sub-product",
+    "Submitted via",
+    "Tags",
+    "Timely response?",
+    "ZIP code"
+  ],
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+  "timestamp": "2026-11-02 09:23:02",
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+    "GPU is NVIDIA H100 80GB HBM3, not NVIDIA A100",
+    "8 CPUs are available, not 6",
+    "RAM is limited to 64.0 GB, not 32 GB"
+  ]
+}

extended-text-cls-imdb-genre/meta.json

@@ -0,0 +1,40 @@
+{
+  "dataset": "BIN_TEXT_IMDB_GENRE",
+  "encoder": "tile",
+  "model": "meta-llama/Llama-3.1-8B",
+  "n_rows": 800,
+  "n_inputs": 800,
+  "n_columns": 11,
+  "features": [
+    "Actors",
+    "Description",
+    "Director",
+    "Title"
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+  "git": "aacdb83",
+  "timestamp": "2026-11-02 09:31:55",
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+  "cpu_name": "Intel(R) Xeon(R) Platinum 8481C CPU @ 2.70GHz",
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+    "GPU is NVIDIA H100 80GB HBM3, not NVIDIA A100",
+    "8 CPUs are available, not 6",
+    "RAM is limited to 64.0 GB, not 32 GB"
+  ]
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extended-text-cls-korean-drama/embeddings.npz

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extended-text-reg-airbnb-seattle/meta.json

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extended-text-reg-anime-planet/meta.json

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extended-text-reg-chocolate-bar-ratings/embeddings.npz

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extended-text-reg-fifa22-wages/embeddings.npz

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extended-text-reg-ramen-ratings/meta.json

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extended-text-reg-used-car-pakistan/meta.json

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extended-text-reg-used-car-saudi/meta.json

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extended-text-reg-wikiliq-prices/embeddings.npz

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extended-text-reg-wine-polish-market/meta.json

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+  "gpu_total_memory_gb": 79.1787109375,
+  "use_gpu": true,
+  "cpu_cores": 8,
+  "system_ram_gb": 230.03649520874023,
+  "cpu_name": "Intel(R) Xeon(R) Platinum 8481C CPU @ 2.70GHz",
+  "visible_cpus": 8,
+  "ram_limit_gb": 64.0,
+  "expected_hardware": {
+    "gpu_prefix": "NVIDIA A100",
+    "cpu_prefix": null,
+    "cpus": 6,
+    "ram_gb": 32
+  },
+  "official_hardware_mismatches": [
+    "GPU is NVIDIA H100 80GB HBM3, not NVIDIA A100",
+    "8 CPUs are available, not 6",
+    "RAM is limited to 64.0 GB, not 32 GB"
+  ]
+}

extended-text-reg-wine-vivino-spain/meta.json

@@ -0,0 +1,41 @@
+{
+  "dataset": "REG_TEXT_WINE_VIVINO_SPAIN",
+  "encoder": "tile",
+  "model": "meta-llama/Llama-3.1-8B",
+  "n_rows": 8650,
+  "n_inputs": 2018,
+  "n_columns": 7,
+  "features": [
+    "Country",
+    "Region",
+    "Wine",
+    "Winery",
+    "Year"
+  ],
+  "load_seconds": 41.217703543,
+  "encode_seconds": {
+    "rows": 3.395128731999989
+  },
+  "total_seconds": 44.61283227499999,
+  "git": "aacdb83",
+  "timestamp": "2026-11-02 09:57:05",
+  "gpu_type": "NVIDIA H100 80GB HBM3",
+  "gpu_total_memory_gb": 79.1787109375,
+  "use_gpu": true,
+  "cpu_cores": 8,
+  "system_ram_gb": 230.0364875793457,
+  "cpu_name": "Intel(R) Xeon(R) Platinum 8481C CPU @ 2.70GHz",
+  "visible_cpus": 8,
+  "ram_limit_gb": 64.0,
+  "expected_hardware": {
+    "gpu_prefix": "NVIDIA A100",
+    "cpu_prefix": null,
+    "cpus": 6,
+    "ram_gb": 32
+  },
+  "official_hardware_mismatches": [
+    "GPU is NVIDIA H100 80GB HBM3, not NVIDIA A100",
+    "8 CPUs are available, not 6",
+    "RAM is limited to 64.0 GB, not 32 GB"
+  ]
+}