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dataset string	encoder string	model string	n_rows int64	n_inputs int64	n_columns int64	features list	load_seconds float64	encode_seconds dict	total_seconds float64	git string	timestamp timestamp[s]	gpu_type string	gpu_total_memory_gb float64	use_gpu bool	cpu_cores int64	system_ram_gb float64	cpu_name string	visible_cpus int64	ram_limit_gb float64	expected_hardware dict	official_hardware_mismatches list
MUL_TEXT_DATA_SCIENTIST_SALARY	tile	meta-llama/Llama-3.1-8B	15,841	12,074	6	[ "experience", "job_description", "job_desig", "job_type", "key_skills", "location" ]	41.69877	{ "rows": 15.745706347999999 }	57.444476	aacdb83	2026-11-02T08:28:58	NVIDIA H100 80GB HBM3	79.178711	true	8	230.036484	Intel(R) Xeon(R) Platinum 8481C CPU @ 2.70GHz	8	64	{ "gpu_prefix": "NVIDIA A100", "cpu_prefix": null, "cpus": 6, "ram_gb": 32 }	[ "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" ]
BIN_TEXT_FAKE_JOB_POSTING	tile	meta-llama/Llama-3.1-8B	12,725	12,681	5	[ "description", "required_education", "required_experience", "salary_range", "title" ]	55.331988	{ "rows": 56.210302971999965 }	111.542291	aacdb83	2026-11-02T08:26:48	NVIDIA H100 80GB HBM3	79.178711	true	8	230.036491	Intel(R) Xeon(R) Platinum 8481C CPU @ 2.70GHz	8	64	{ "gpu_prefix": "NVIDIA A100", "cpu_prefix": null, "cpus": 6, "ram_gb": 32 }	[ "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" ]
BIN_TEXT_JIGSAW_TOXICITY	tile	meta-llama/Llama-3.1-8B	100,000	99,998	31	[ "comment_text" ]	55.334165	{ "rows": 408.696374521 }	464.030539	aacdb83	2026-11-02T08:32:45	NVIDIA H100 80GB HBM3	79.178711	true	8	230.036488	Intel(R) Xeon(R) Platinum 8481C CPU @ 2.70GHz	8	64	{ "gpu_prefix": "NVIDIA A100", "cpu_prefix": null, "cpus": 6, "ram_gb": 32 }	[ "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" ]
BIN_TEXT_KICKSTARTER_FUNDING	tile	meta-llama/Llama-3.1-8B	86,502	86,502	9	[ "country", "currency", "desc", "keywords", "name" ]	55.282058	{ "rows": 177.655451396 }	232.937509	aacdb83	2026-11-02T08:28:51	NVIDIA H100 80GB HBM3	79.178711	true	8	230.036495	Intel(R) Xeon(R) Platinum 8481C CPU @ 2.70GHz	8	64	{ "gpu_prefix": "NVIDIA A100", "cpu_prefix": null, "cpus": 6, "ram_gb": 32 }	[ "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" ]
MUL_TEXT_MICHELIN_RESTAURANTS	tile	meta-llama/Llama-3.1-8B	18,843	18,843	11	[ "Address", "Cuisine", "Description", "FacilitiesAndServices", "Location", "Name", "Price" ]	41.307914	{ "rows": 66.90882998100003 }	108.216744	aacdb83	2026-11-02T08:33:27	NVIDIA H100 80GB HBM3	79.178711	true	8	230.036491	Intel(R) Xeon(R) Platinum 8481C CPU @ 2.70GHz	8	64	{ "gpu_prefix": "NVIDIA A100", "cpu_prefix": null, "cpus": 6, "ram_gb": 32 }	[ "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" ]
MUL_TEXT_PRODUCT_SENTIMENT	tile	meta-llama/Llama-3.1-8B	5,091	5,087	2	[ "Product_Description" ]	40.915422	{ "rows": 5.2735594480000145 }	46.188982	aacdb83	2026-11-02T08:35:24	NVIDIA H100 80GB HBM3	79.178711	true	8	230.036491	Intel(R) Xeon(R) Platinum 8481C CPU @ 2.70GHz	8	64	{ "gpu_prefix": "NVIDIA A100", "cpu_prefix": null, "cpus": 6, "ram_gb": 32 }	[ "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" ]
MUL_TEXT_SPOTIFY_GENRES	tile	meta-llama/Llama-3.1-8B	114,000	90,386	18	[ "album_name", "artists", "track_name" ]	39.903144	{ "rows": 196.62431367 }	236.527458	aacdb83	2026-11-02T08:39:08	NVIDIA H100 80GB HBM3	79.178711	true	8	230.036491	Intel(R) Xeon(R) Platinum 8481C CPU @ 2.70GHz	8	64	{ "gpu_prefix": "NVIDIA A100", "cpu_prefix": null, "cpus": 6, "ram_gb": 32 }	[ "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" ]
MUL_TEXT_US_ACCIDENTS	tile	meta-llama/Llama-3.1-8B	100,001	99,968	44	[ "Airport_Code", "Astronomical_Twilight", "City", "Civil_Twilight", "Country", "County", "Description", "Nautical_Twilight", "Source", "State", "Street", "Sunrise_Sunset", "Timezone", "Weather_Condition", "Wind_Direction", "Zipcode" ]	42.440705	{ "rows": 536.4469915710001 }	578.887697	aacdb83	2026-11-02T08:48:36	NVIDIA H100 80GB HBM3	79.178711	true	8	230.03648	Intel(R) Xeon(R) Platinum 8481C CPU @ 2.70GHz	8	64	{ "gpu_prefix": "NVIDIA A100", "cpu_prefix": null, "cpus": 6, "ram_gb": 32 }	[ "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" ]
MUL_TEXT_WINE_REVIEW	tile	meta-llama/Llama-3.1-8B	84,123	79,006	5	[ "country", "description", "province" ]	42.532334	{ "rows": 100.73183698700001 }	143.264171	aacdb83	2026-11-02T08:41:15	NVIDIA H100 80GB HBM3	79.178711	true	8	230.036488	Intel(R) Xeon(R) Platinum 8481C CPU @ 2.70GHz	8	64	{ "gpu_prefix": "NVIDIA A100", "cpu_prefix": null, "cpus": 6, "ram_gb": 32 }	[ "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" ]
MUL_TEXT_WOMEN_CLOTHING_REVIEW	tile	meta-llama/Llama-3.1-8B	18,788	18,788	10	[ "Class Name", "Department Name", "Division Name", "Review Text", "Title" ]	42.483743	{ "rows": 41.74612861599999 }	84.229872	aacdb83	2026-11-02T08:40:50	NVIDIA H100 80GB HBM3	79.178711	true	8	230.036495	Intel(R) Xeon(R) Platinum 8481C CPU @ 2.70GHz	8	64	{ "gpu_prefix": "NVIDIA A100", "cpu_prefix": null, "cpus": 6, "ram_gb": 32 }	[ "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" ]
REG_TEXT_BABIES_PRICES	tile	meta-llama/Llama-3.1-8B	5,085	5,030	12	[ "category", "colors", "company_free", "company_struct", "fabrics", "height", "length", "materials", "title", "weight", "width" ]	43.917512	{ "rows": 8.142243294000025 }	52.059755	aacdb83	2026-11-02T08:46:25	NVIDIA H100 80GB HBM3	79.178711	true	8	230.036495	Intel(R) Xeon(R) Platinum 8481C CPU @ 2.70GHz	8	64	{ "gpu_prefix": "NVIDIA A100", "cpu_prefix": null, "cpus": 6, "ram_gb": 32 }	[ "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" ]
REG_TEXT_BOOK_PRICE	tile	meta-llama/Llama-3.1-8B	4,989	4,928	8	[ "Author", "BookCategory", "Edition", "Genre", "Synopsis", "Title" ]	43.855946	{ "rows": 23.629423777 }	67.48537	aacdb83	2026-11-02T08:46:40	NVIDIA H100 80GB HBM3	79.178711	true	8	230.036484	Intel(R) Xeon(R) Platinum 8481C CPU @ 2.70GHz	8	64	{ "gpu_prefix": "NVIDIA A100", "cpu_prefix": null, "cpus": 6, "ram_gb": 32 }	[ "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" ]
REG_TEXT_BOOK_READABILITY	tile	meta-llama/Llama-3.1-8B	4,724	4,724	30	[ "Anthology", "Author", "British Words", "Category", "Excerpt", "License", "Location", "MPAA Max", "Source", "Title", "URL" ]	38.102699	{ "rows": 40.21075085200002 }	78.31345	aacdb83	2026-11-02T08:47:20	NVIDIA H100 80GB HBM3	79.178711	true	8	230.036491	Intel(R) Xeon(R) Platinum 8481C CPU @ 2.70GHz	8	64	{ "gpu_prefix": "NVIDIA A100", "cpu_prefix": null, "cpus": 6, "ram_gb": 32 }	[ "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" ]
REG_TEXT_MERCARI_MARKETPLACE	tile	meta-llama/Llama-3.1-8B	100,000	99,998	9	[ "brand_name", "cat1", "cat2", "cat3", "category_name", "item_description", "name" ]	44.436772	{ "rows": 163.162443963 }	207.599216	aacdb83	2026-11-02T08:54:07	NVIDIA H100 80GB HBM3	79.178711	true	8	230.036484	Intel(R) Xeon(R) Platinum 8481C CPU @ 2.70GHz	8	64	{ "gpu_prefix": "NVIDIA A100", "cpu_prefix": null, "cpus": 6, "ram_gb": 32 }	[ "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" ]
REG_TEXT_MONTGOMERY_SALARIES	tile	meta-llama/Llama-3.1-8B	9,228	9,228	11	[ "assignment_category", "department", "department_name", "division", "employee_position_title", "full_name", "gender", "underfilled_job_title" ]	42.866093	{ "rows": 16.070797488999972 }	58.936891	aacdb83	2026-11-02T08:53:27	NVIDIA H100 80GB HBM3	79.178711	true	8	230.036491	Intel(R) Xeon(R) Platinum 8481C CPU @ 2.70GHz	8	64	{ "gpu_prefix": "NVIDIA A100", "cpu_prefix": null, "cpus": 6, "ram_gb": 32 }	[ "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" ]
REG_TEXT_ROTTEN_TOMATOES	tile	meta-llama/Llama-3.1-8B	7,158	7,158	15	[ "Actors", "Cast", "Country", "Creator", "Description", "Director", "Filming Locations", "Genre", "Language", "Name", "RatingCount", "Release Date", "ReviewCount" ]	39.426206	{ "rows": 25.74746965099996 }	65.173676	aacdb83	2026-11-02T09:00:33	NVIDIA H100 80GB HBM3	79.178711	true	8	230.03648	Intel(R) Xeon(R) Platinum 8481C CPU @ 2.70GHz	8	64	{ "gpu_prefix": "NVIDIA A100", "cpu_prefix": null, "cpus": 6, "ram_gb": 32 }	[ "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" ]
REG_TEXT_SCIMAGOJR_IMPACT	tile	meta-llama/Llama-3.1-8B	31,136	31,136	22	[ "%Female", "Areas", "Categories", "Citations / Doc (2years)", "Country", "Coverage", "Issn", "Publisher", "Ref / Doc ", "Region", "SJR", "SJR Best Quartile", "Title", "Type" ]	42.84568	{ "rows": 105.91064799700001 }	148.756328	aacdb83	2026-11-02T08:54:58	NVIDIA H100 80GB HBM3	79.178711	true	8	230.036495	Intel(R) Xeon(R) Platinum 8481C CPU @ 2.70GHz	8	64	{ "gpu_prefix": "NVIDIA A100", "cpu_prefix": null, "cpus": 6, "ram_gb": 32 }	[ "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" ]
REG_TEXT_VANCOUVER_SALARIES	tile	meta-llama/Llama-3.1-8B	44,574	44,564	5	[ "department", "name", "title" ]	38.925304	{ "rows": 29.13055701800002 }	68.055861	aacdb83	2026-11-02T09:01:07	NVIDIA H100 80GB HBM3	79.178711	true	8	230.036491	Intel(R) Xeon(R) Platinum 8481C CPU @ 2.70GHz	8	64	{ "gpu_prefix": "NVIDIA A100", "cpu_prefix": null, "cpus": 6, "ram_gb": 32 }	[ "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" ]
REG_TEXT_VIDEO_GAMES_SALES	tile	meta-llama/Llama-3.1-8B	16,598	16,596	5	[ "Genre", "Name", "Platform", "Publisher" ]	39.36894	{ "rows": 11.578756024 }	50.947696	aacdb83	2026-11-02T09:02:53	NVIDIA H100 80GB HBM3	79.178711	true	8	230.036491	Intel(R) Xeon(R) Platinum 8481C CPU @ 2.70GHz	8	64	{ "gpu_prefix": "NVIDIA A100", "cpu_prefix": null, "cpus": 6, "ram_gb": 32 }	[ "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" ]
REG_TEXT_ZOMATO_RESTAURANTS	tile	meta-llama/Llama-3.1-8B	41,665	41,640	15	[ "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" ]	38.000625	{ "rows": 2836.133903942 }	2,874.134529	aacdb83	2026-11-02T09:50:25	NVIDIA H100 80GB HBM3	79.178711	true	8	230.036495	Intel(R) Xeon(R) Platinum 8481C CPU @ 2.70GHz	8	64	{ "gpu_prefix": "NVIDIA A100", "cpu_prefix": null, "cpus": 6, "ram_gb": 32 }	[ "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" ]
MUL_TEXT_AMERICAN_EAGLE_PRICES	tile	meta-llama/Llama-3.1-8B	22,662	14,839	13	[ "available_size", "brand_name", "color", "description", "mrp", "pdp_url", "product_category", "product_name", "retailer", "style_attributes", "total_sizes" ]	38.674768	{ "rows": 77.483825139 }	116.158593	aacdb83	2026-11-02T09:43:19	NVIDIA H100 80GB HBM3	79.178711	true	8	230.036491	Intel(R) Xeon(R) Platinum 8481C CPU @ 2.70GHz	8	64	{ "gpu_prefix": "NVIDIA A100", "cpu_prefix": null, "cpus": 6, "ram_gb": 32 }	[ "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" ]
MUL_TEXT_BOOKS_GOODREADS	tile	meta-llama/Llama-3.1-8B	3,967	3,658	14	[ "Description", "FirstAuthor", "Format", "ISBN", "ISBN13", "Language", "NumberofReviews", "Publisher", "SecondAuthor", "ThirdAuthor", "Title" ]	38.91115	{ "rows": 16.581712769999996 }	55.492863	aacdb83	2026-11-02T09:36:49	NVIDIA H100 80GB HBM3	79.178711	true	8	230.036495	Intel(R) Xeon(R) Platinum 8481C CPU @ 2.70GHz	8	64	{ "gpu_prefix": "NVIDIA A100", "cpu_prefix": null, "cpus": 6, "ram_gb": 32 }	[ "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" ]
MUL_TEXT_BOX_OFFICE	tile	meta-llama/Llama-3.1-8B	7,408	7,405	19	[ "collection", "genres", "original_language", "original_title", "overview", "production_companies", "production_countries", "spoken_languages", "status", "tagline", "title" ]	39.176864	{ "rows": 26.82480472499998 }	66.001669	aacdb83	2026-11-02T09:22:43	NVIDIA H100 80GB HBM3	79.178711	true	8	230.036491	Intel(R) Xeon(R) Platinum 8481C CPU @ 2.70GHz	8	64	{ "gpu_prefix": "NVIDIA A100", "cpu_prefix": null, "cpus": 6, "ram_gb": 32 }	[ "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" ]
BIN_TEXT_CALIFORNIA_PRICES	tile	meta-llama/Llama-3.1-8B	37,951	37,951	39	[ "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" ]	41.350952	{ "rows": 298.762083504 }	340.113036	aacdb83	2026-11-02T09:40:34	NVIDIA H100 80GB HBM3	79.178711	true	8	230.036491	Intel(R) Xeon(R) Platinum 8481C CPU @ 2.70GHz	8	64	{ "gpu_prefix": "NVIDIA A100", "cpu_prefix": null, "cpus": 6, "ram_gb": 32 }	[ "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" ]
MUL_TEXT_CONSUMER_COMPLAINT	tile	meta-llama/Llama-3.1-8B	100,000	99,760	16	[ "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" ]	41.559729	{ "rows": 331.8564789889999 }	373.416208	aacdb83	2026-11-02T09:23:02	NVIDIA H100 80GB HBM3	79.178711	true	8	230.03648	Intel(R) Xeon(R) Platinum 8481C CPU @ 2.70GHz	8	64	{ "gpu_prefix": "NVIDIA A100", "cpu_prefix": null, "cpus": 6, "ram_gb": 32 }	[ "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" ]
BIN_TEXT_IMDB_GENRE	tile	meta-llama/Llama-3.1-8B	800	800	11	[ "Actors", "Description", "Director", "Title" ]	38.955002	{ "rows": 3.2057815120000157 }	42.160783	aacdb83	2026-11-02T09:31:55	NVIDIA H100 80GB HBM3	79.178711	true	8	230.036484	Intel(R) Xeon(R) Platinum 8481C CPU @ 2.70GHz	8	64	{ "gpu_prefix": "NVIDIA A100", "cpu_prefix": null, "cpus": 6, "ram_gb": 32 }	[ "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" ]
MUL_TEXT_KOREAN_DRAMA	tile	meta-llama/Llama-3.1-8B	1,647	1,647	9	[ "Content Rating", "Genre", "Main Cast", "Name", "Network", "Sinopsis", "Tags" ]	39.393325	{ "rows": 10.384761301000026 }	49.778087	aacdb83	2026-11-02T09:48:43	NVIDIA H100 80GB HBM3	79.178711	true	8	230.036488	Intel(R) Xeon(R) Platinum 8481C CPU @ 2.70GHz	8	64	{ "gpu_prefix": "NVIDIA A100", "cpu_prefix": null, "cpus": 6, "ram_gb": 32 }	[ "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" ]
MUL_TEXT_MELBOURNE_AIRBNB	tile	meta-llama/Llama-3.1-8B	18,316	18,316	88	[ "access", "amenities", "bed_type", "calendar_updated", "cancellation_policy", "city", "country_code", "description", "has_availability", "host_about", "host_has_profile_pic", "host_identity_verified", "host_is_superhost", "host_location", "host_name", "host_neighborhood", "host_respo...	41.244229	{ "rows": 467.68349049100004 }	508.927719	aacdb83	2026-11-02T09:43:23	NVIDIA H100 80GB HBM3	79.178711	true	8	230.036491	Intel(R) Xeon(R) Platinum 8481C CPU @ 2.70GHz	8	64	{ "gpu_prefix": "NVIDIA A100", "cpu_prefix": null, "cpus": 6, "ram_gb": 32 }	[ "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" ]
MUL_TEXT_NEWS_CHANNEL	tile	meta-llama/Llama-3.1-8B	20,284	20,284	17	[ "article_title" ]	40.718099	{ "rows": 60.94588217299997 }	101.663981	aacdb83	2026-11-02T09:30:03	NVIDIA H100 80GB HBM3	79.178711	true	8	230.036488	Intel(R) Xeon(R) Platinum 8481C CPU @ 2.70GHz	8	64	{ "gpu_prefix": "NVIDIA A100", "cpu_prefix": null, "cpus": 6, "ram_gb": 32 }	[ "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" ]
BIN_TEXT_OSHA_INJURY	tile	meta-llama/Llama-3.1-8B	4,847	4,846	16	[ "Abstract Text", "Building Stories", "Construction End Use", "Degree of Injury", "Environmental Factor", "Event Description", "Event Keywords", "Event type", "Human Factor", "Nature of Injury", "Part of Body", "Project Cost", "Project Type", "hazsub" ]	39.308324	{ "rows": 20.26339836400001 }	59.571722	aacdb83	2026-11-02T09:25:37	NVIDIA H100 80GB HBM3	79.178711	true	8	230.036495	Intel(R) Xeon(R) Platinum 8481C CPU @ 2.70GHz	8	64	{ "gpu_prefix": "NVIDIA A100", "cpu_prefix": null, "cpus": 6, "ram_gb": 32 }	[ "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" ]
REG_TEXT_AIRBNB_SEATTLE	tile	meta-llama/Llama-3.1-8B	3,818	3,818	65	[ "amenities", "bed_type", "calendar_updated", "cancellation_policy", "city", "description", "host_about", "host_has_profile_pic", "host_identity_verified", "host_is_superhost", "host_location", "host_name", "host_neighbourhood", "host_response_time", "host_verifications", "instant_booka...	41.157033	{ "rows": 77.21420694900002 }	118.37124	aacdb83	2026-11-02T09:58:19	NVIDIA H100 80GB HBM3	79.178711	true	8	230.036499	Intel(R) Xeon(R) Platinum 8481C CPU @ 2.70GHz	8	64	{ "gpu_prefix": "NVIDIA A100", "cpu_prefix": null, "cpus": 6, "ram_gb": 32 }	[ "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" ]
REG_TEXT_ANIME_PLANET	tile	meta-llama/Llama-3.1-8B	14,391	14,391	14	[ "Alternative Name", "Content Warning", "Name", "Season", "Studios", "Synopsis", "Tags", "Type" ]	38.408306	{ "rows": 38.998758072000015 }	77.407065	aacdb83	2026-11-02T09:58:07	NVIDIA H100 80GB HBM3	79.178711	true	8	230.036488	Intel(R) Xeon(R) Platinum 8481C CPU @ 2.70GHz	8	64	{ "gpu_prefix": "NVIDIA A100", "cpu_prefix": null, "cpus": 6, "ram_gb": 32 }	[ "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" ]
REG_TEXT_CHOCOLATE_BAR_RATINGS	tile	meta-llama/Llama-3.1-8B	1,795	1,795	8	[ "Bean Type", "Broad Bean Origin", "Company (Maker if known)", "Company Location", "Specific Bean Origin or Bar Name" ]	39.552844	{ "rows": 3.4278183829999875 }	42.980662	aacdb83	2026-11-02T09:53:02	NVIDIA H100 80GB HBM3	79.178711	true	8	230.036495	Intel(R) Xeon(R) Platinum 8481C CPU @ 2.70GHz	8	64	{ "gpu_prefix": "NVIDIA A100", "cpu_prefix": null, "cpus": 6, "ram_gb": 32 }	[ "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" ]
REG_TEXT_FIFA22_WAGES	tile	meta-llama/Llama-3.1-8B	19,178	19,178	28	[ "nationality_name" ]	39.833669	{ "rows": 57.791955425 }	97.625625	aacdb83	2026-11-02T10:03:58	NVIDIA H100 80GB HBM3	79.178711	true	8	230.03648	Intel(R) Xeon(R) Platinum 8481C CPU @ 2.70GHz	8	64	{ "gpu_prefix": "NVIDIA A100", "cpu_prefix": null, "cpus": 6, "ram_gb": 32 }	[ "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" ]
REG_TEXT_RAMEN_RATINGS	tile	meta-llama/Llama-3.1-8B	4,105	4,064	4	[ "Brand", "Country", "Style", "Variety" ]	35.44188	{ "rows": 3.5348297040000034 }	38.97671	aacdb83	2026-11-02T09:53:02	NVIDIA H100 80GB HBM3	79.178711	true	8	230.036488	Intel(R) Xeon(R) Platinum 8481C CPU @ 2.70GHz	8	64	{ "gpu_prefix": "NVIDIA A100", "cpu_prefix": null, "cpus": 6, "ram_gb": 32 }	[ "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" ]
REG_TEXT_USED_CAR_PAKISTAN	tile	meta-llama/Llama-3.1-8B	72,655	62,576	9	[ "Assembly", "Make", "Model", "Registered City", "Transmission", "Version" ]	38.728131	{ "rows": 58.98116751300003 }	97.709299	aacdb83	2026-11-02T10:00:57	NVIDIA H100 80GB HBM3	79.178711	true	8	230.036488	Intel(R) Xeon(R) Platinum 8481C CPU @ 2.70GHz	8	64	{ "gpu_prefix": "NVIDIA A100", "cpu_prefix": null, "cpus": 6, "ram_gb": 32 }	[ "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" ]
REG_TEXT_USED_CAR_SAUDI	tile	meta-llama/Llama-3.1-8B	8,035	8,011	12	[ "Color", "Fuel_Type", "Gear_Type", "Make", "Options", "Origin", "Region", "Type" ]	38.637064	{ "rows": 10.475026434 }	49.11209	aacdb83	2026-11-02T10:02:38	NVIDIA H100 80GB HBM3	79.178711	true	8	230.036484	Intel(R) Xeon(R) Platinum 8481C CPU @ 2.70GHz	8	64	{ "gpu_prefix": "NVIDIA A100", "cpu_prefix": null, "cpus": 6, "ram_gb": 32 }	[ "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" ]
REG_TEXT_WIKILIQ_PRICES	tile	meta-llama/Llama-3.1-8B	12,569	12,566	12	[ "Base Ingredient", "Brand", "Categories", "Country", "Description", "Name", "Tasting Notes", "Volume" ]	37.963836	{ "rows": 34.22501715499999 }	72.188853	aacdb83	2026-11-02T09:49:35	NVIDIA H100 80GB HBM3	79.178711	true	8	230.036495	Intel(R) Xeon(R) Platinum 8481C CPU @ 2.70GHz	8	64	{ "gpu_prefix": "NVIDIA A100", "cpu_prefix": null, "cpus": 6, "ram_gb": 32 }	[ "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" ]
REG_TEXT_WINE_POLISH_MARKET	tile	meta-llama/Llama-3.1-8B	2,247	2,246	18	[ "appellation", "color", "country", "grapes", "kind", "medals", "name", "region", "serving temperature (C)", "style", "taste", "vineyard" ]	40.931519	{ "rows": 6.77919921900002 }	47.710718	aacdb83	2026-11-02T09:55:07	NVIDIA H100 80GB HBM3	79.178711	true	8	230.036495	Intel(R) Xeon(R) Platinum 8481C CPU @ 2.70GHz	8	64	{ "gpu_prefix": "NVIDIA A100", "cpu_prefix": null, "cpus": 6, "ram_gb": 32 }	[ "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" ]
REG_TEXT_WINE_VIVINO_SPAIN	tile	meta-llama/Llama-3.1-8B	8,650	2,018	7	[ "Country", "Region", "Wine", "Winery", "Year" ]	41.217704	{ "rows": 3.395128731999989 }	44.612832	aacdb83	2026-11-02T09:57:05	NVIDIA H100 80GB HBM3	79.178711	true	8	230.036488	Intel(R) Xeon(R) Platinum 8481C CPU @ 2.70GHz	8	64	{ "gpu_prefix": "NVIDIA A100", "cpu_prefix": null, "cpus": 6, "ram_gb": 32 }	[ "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" ]

MulTaBench text embeddings (TILE)

Part of MulTaBench, a benchmark for multimodal tabular learning.

Frozen 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. An earlier cache, of the text columns only, is kept in multabench/embeddings-tile-legacy.

Paper: MulTaBench: Benchmarking Multimodal Tabular Learning with Text and Image · Leaderboard: multabench/leaderboard

Citation

@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},
}

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Paper for multabench/embeddings-tile

MulTaBench: Benchmarking Multimodal Tabular Learning with Text and Image

Paper • 2605.10616 • Published May 11 • 142