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matasoft.bsky.social
Matasoft
@matasoft.bsky.social
1.1K followers 5K following 1.6K posts
Fuzzy data matching, entity resolution, data science, data analytics
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matasoft.bsky.social
Matasoft @matasoft.bsky.social · Dec 30
Are you struggling with messy datasets? Look no further than Matasoft's cutting-edge fuzzy data matching, deduplication, and entity resolution services, expertly provided by Zlatko Matić.

#entity-resolution #EntityResolution #FuzzyMatch #fuzzy-match #fuzzy-matching

matasoft.hr/qtrendcontro...
Fuzzy data matching with QDeFuZZiner
matasoft.bsky.social
E-commerce catalog messy? Outsource attribute extraction (size/color/material/brand etc.) so product data becomes upload-ready. Our AI-driven spreadsheet processing services do miracle with unstructured textual data. matasoft.hr/qtrendcontro...
AI-driven Spreadsheet Processing Services
Streamline your spreadsheet workflows with AI-powered data processing services. Using (Un)Perplexed Spready and Perplexity AI, we specialize in data extraction, categorization, annotation, and labelin...
matasoft.hr
December 20, 2025 at 10:37 PM
matasoft.bsky.social
Before data migration, fix duplicates first. Send data—Matasoft cleans and consolidates records so the new system starts clean. matasoft.hr/qtrendcontro...
Data Matching Services
Data matching, linking, merging, cleansing, deduplication, consolidation and other data processing tasks on your business data, such as customer contact, real estate or product lists. Using powerful Q...
matasoft.hr
December 20, 2025 at 10:20 PM
matasoft.bsky.social
Duplicate customers causing double emails? Send the export—Matasoft dedups and delivers a single consolidated customer list. matasoft.hr/qtrendcontro...
Data Matching Services
Data matching, linking, merging, cleansing, deduplication, consolidation and other data processing tasks on your business data, such as customer contact, real estate or product lists. Using powerful Q...
matasoft.hr
December 20, 2025 at 9:41 PM
matasoft.bsky.social
Different spellings breaking merges? Send both files—Matasoft runs fuzzy matching and delivers linked pairs + merged output. matasoft.hr/qtrendcontro...
Data Matching Services
Data matching, linking, merging, cleansing, deduplication, consolidation and other data processing tasks on your business data, such as customer contact, real estate or product lists. Using powerful Q...
matasoft.hr
December 20, 2025 at 9:03 PM
matasoft.bsky.social
Need fuzzy suppression matching (not exact)? Send your send-list + suppression list—Matasoft returns “remove/keep” results. matasoft.hr/qtrendcontro...
Data Matching Services
Data matching, linking, merging, cleansing, deduplication, consolidation and other data processing tasks on your business data, such as customer contact, real estate or product lists. Using powerful Q...
matasoft.hr
December 20, 2025 at 8:29 PM
matasoft.bsky.social
If your spreadsheet needs a custom transformation workflow (cleaning, reformatting, standardization), it can be built and executed for you, by our AI-driven spreadsheet processing services. matasoft.hr/qtrendcontro...
AI-driven Spreadsheet Processing Services
Streamline your spreadsheet workflows with AI-powered data processing services. Using (Un)Perplexed Spready and Perplexity AI, we specialize in data extraction, categorization, annotation, and labelin...
matasoft.hr
December 20, 2025 at 8:00 PM
matasoft.bsky.social
AI-driven spreadsheet processing services - Excel/Google Sheets/CSV accepted, send us your file + rules and receive your processed spreadsheet in your preferred format. matasoft.hr/qtrendcontro...
AI-driven Spreadsheet Processing Services
Streamline your spreadsheet workflows with AI-powered data processing services. Using (Un)Perplexed Spready and Perplexity AI, we specialize in data extraction, categorization, annotation, and labelin...
matasoft.hr
December 20, 2025 at 7:40 PM
matasoft.bsky.social
Extract and analyse textual data, validate, compare, categorize, enrich - all with power of artificial intelligence in your spreadsheets!
#AI #LLM #OllamaCloud #Searxng #UnPerplexedSpready #Ollama
www.linkedin.com/posts/mataso...
Unlock AI-Powered Spreadsheet Insights with OllamaCloud | Matasoft - Straight-forward IT Solutions posted on the topic | LinkedIn
Every spreadsheet formula can become smarter now —layered with up-to-date web knowledge and advanced LLM-driven reasoning so your business reporting becomes actionable, relevant, and trustworthy. Extr...
www.linkedin.com
December 20, 2025 at 7:02 PM
matasoft.bsky.social
Want a quick proof of concept before going big with AI-driven spreadsheet formulas? Matasoft can run for you a small pilot sample first, then process the full dataset after approval. Try AI-driven spreadsheet processing services without risk: matasoft.hr/qtrendcontro...
AI-driven Spreadsheet Processing Services
Streamline your spreadsheet workflows with AI-powered data processing services. Using (Un)Perplexed Spready and Perplexity AI, we specialize in data extraction, categorization, annotation, and labelin...
matasoft.hr
December 20, 2025 at 10:48 AM
matasoft.bsky.social
Stop hiring temps for manual spreadsheet textual data categorization and labeling—get annotation & labeling as a service (clear spec in, AI-processed sheet out). matasoft.hr/qtrendcontro...
AI-driven Spreadsheet Processing Services
Streamline your spreadsheet workflows with AI-powered data processing services. Using (Un)Perplexed Spready and Perplexity AI, we specialize in data extraction, categorization, annotation, and labelin...
matasoft.hr
December 20, 2025 at 8:04 AM
matasoft.bsky.social
Lead list full of near-duplicates? Send us the CSV—Matasoft deduplicates and merges fields into one clean outreach list. matasoft.hr/qtrendcontro...
matasoft.hr
December 20, 2025 at 7:53 AM
matasoft.bsky.social
Merging two CRMs? Export both, send them—Matasoft resolves entities and delivers a consolidated customer/account file. matasoft.hr/qtrendcontro...
Data Matching Services
Data matching, linking, merging, cleansing, deduplication, consolidation and other data processing tasks on your business data, such as customer contact, real estate or product lists. Using powerful Q...
matasoft.hr
December 19, 2025 at 10:51 PM
matasoft.bsky.social
If “notes” columns are blocking analysis, outsource conversion of unstructured notes into structured fields you can filter and pivot. matasoft.hr/qtrendcontro...
AI-driven Spreadsheet Processing Services
Streamline your spreadsheet workflows with AI-powered data processing services. Using (Un)Perplexed Spready and Perplexity AI, we specialize in data extraction, categorization, annotation, and labelin...
matasoft.hr
December 18, 2025 at 6:47 PM
matasoft.bsky.social
“ACME Ltd” vs “ACME Limited” everywhere? Send vendor data—Matasoft consolidates duplicates and returns one vendor master. matasoft.hr/qtrendcontro...
Data Matching Services
Data matching, linking, merging, cleansing, deduplication, consolidation and other data processing tasks on your business data, such as customer contact, real estate or product lists. Using powerful Q...
matasoft.hr
December 18, 2025 at 6:45 PM
matasoft.bsky.social
Customer reviews in a CSV and no time to analyze? Get sentiment tagging and topic labeling delivered back in your sheet. matasoft.hr/qtrendcontro...
AI-driven Spreadsheet Processing Services
Streamline your spreadsheet workflows with AI-powered data processing services. Using (Un)Perplexed Spready and Perplexity AI, we specialize in data extraction, categorization, annotation, and labelin...
matasoft.hr
December 18, 2025 at 4:53 PM
matasoft.bsky.social
Turn open-ended survey answers into structured themes (topic tags per row) without reading them one by one—outsource spreadsheet processing to masters of AI-driven spreadsheet processing! matasoft.hr/qtrendcontro...
AI-driven Spreadsheet Processing Services
Streamline your spreadsheet workflows with AI-powered data processing services. Using (Un)Perplexed Spready and Perplexity AI, we specialize in data extraction, categorization, annotation, and labelin...
matasoft.hr
December 17, 2025 at 9:39 PM
matasoft.bsky.social
Need consistent categories across thousands of rows? Matasoft can categorize your spreadsheet data and deliver the final file ready for reporting. matasoft.hr/qtrendcontro...
AI-driven Spreadsheet Processing Services
Streamline your spreadsheet workflows with AI-powered data processing services. Using (Un)Perplexed Spready and Perplexity AI, we specialize in data extraction, categorization, annotation, and labelin...
matasoft.hr
December 17, 2025 at 7:53 PM
matasoft.bsky.social
Duplicates ruining KPIs? Send your dataset—Matasoft finds duplicates (even with typos) and returns a cleaned master list. matasoft.hr/qtrendcontro...
Data Matching Services
Data matching, linking, merging, cleansing, deduplication, consolidation and other data processing tasks on your business data, such as customer contact, real estate or product lists. Using powerful Q...
matasoft.hr
December 17, 2025 at 7:51 PM
matasoft.bsky.social
If your team is manually extracting various data attributes from descriptions into columns, outsource it to us — we provide data extraction done-for-you, delivered as a processed spreadsheet. matasoft.hr/qtrendcontro...
AI-driven Spreadsheet Processing Services
Streamline your spreadsheet workflows with AI-powered data processing services. Using (Un)Perplexed Spready and Perplexity AI, we specialize in data extraction, categorization, annotation, and labelin...
matasoft.hr
December 17, 2025 at 5:55 PM
matasoft.bsky.social
Two lists won’t join cleanly? Send the files—Matasoft matches the records and delivers a merged, deduplicated output. matasoft.hr/qtrendcontro...
Data Matching Services
Data matching, linking, merging, cleansing, deduplication, consolidation and other data processing tasks on your business data, such as customer contact, real estate or product lists. Using powerful Q...
matasoft.hr
December 17, 2025 at 11:35 AM
matasoft.bsky.social
Have a spreadsheet full of messy text fields? Send it over and get back clean extracted columns (attributes, IDs, key values). matasoft.hr/qtrendcontro...
AI-driven Spreadsheet Processing Services
Streamline your spreadsheet workflows with AI-powered data processing services. Using (Un)Perplexed Spready and Perplexity AI, we specialize in data extraction, categorization, annotation, and labelin...
matasoft.hr
December 17, 2025 at 11:25 AM
Reposted by Matasoft
ivanthek.bsky.social
"The world’s top chipmaker wants open source AI to succeed—perhaps because closed models increasingly run on its rivals’ silicon."

https://www.wired.com/story/nvidia-becomes-major-model-maker-nemotron-3/
Nvidia Becomes a Major Model Maker With Nemotron 3
The world’s top chipmaker wants open source AI to succeed—perhaps because closed models increasingly run on its rivals’ silicon.
www.wired.com
December 16, 2025 at 1:10 PM
Reposted by Matasoft
techcrunch.com
Nvidia acquired SchedMD, the lead developer of Slurm, and launched the Nemotron 3 family of open source AI models.
Nvidia bulks up open source offerings with an acquisition and new open AI models  | TechCrunch
Nvidia acquired SchedMD, the lead developer of Slurm, and launched the Nemotron 3 family of open source AI models.
techcrunch.com
December 15, 2025 at 10:05 PM
Reposted by Matasoft
timkellogg.me
Nemotron 3

A new hybrid mamba2/attention LLM from NVIDIA that beats Qwen3-30B-A3B (same size & shape)

Notes:
* 1M context, with incredible recall past 256K
* New open datasets
* 10 open source RL environments

Overall this is a huge win for neolabs

huggingface.co/nvidia/NVIDI...
A wide bar chart comparing **accuracy** (left axis) and **relative throughput** (right axis) across multiple benchmarks for three models. **Legend / Models** * **Green:** Nemotron-3-Nano-30B-A3B * **Blue:** Qwen3-30B-A3B-Thinking-2507 * **Gray:** GPT-OSS-20B-A4B **Left Y-axis:** Accuracy (%) **Right Y-axis:** Relative Throughput (Output tokens/s/GPU) A dashed vertical line separates accuracy benchmarks (left) from throughput (right). --- ### Accuracy benchmarks (left to right) * **Arena-Hard-v2-Avg (Chat):** Nemotron **67.7**, Qwen **57.8**, GPT-OSS **48.5** * **AIME25 (Math):** Nemotron **99.2** (+tools noted), Qwen **85.0**, GPT-OSS **98.7** (lighter labels near bars show intermediate values ~89.1 and ~91.7) * **IFBench (Inst. Following):** Nemotron **71.5**, Qwen **51.0**, GPT-OSS **65.0** * **τ²-Bench (Tool Use):** Nemotron **49.0**, Qwen **47.7**, GPT-OSS **47.5** * **SWE-Bench (Coding):** Nemotron **38.8**, Qwen **22.0**, GPT-OSS **34.0** * **LCB v6 (Coding):** Nemotron **68.2**, Qwen **66.0**, GPT-OSS **61.0** * **RULER @ 1M (Long Ctx):** Nemotron **86.3**, Qwen **77.5**, GPT-OSS **N/A** --- ### Throughput (right of dashed line) * **ISL/OSL 8k/16k:** Nemotron **3.3**, Qwen **1.0**, GPT-OSS **1.5** --- **Caption (bottom):** *Figure 2 | The hybrid Mamba-Transformer MoE architecture used by Nemotron 3 models can achieve state-of-the-art accuracy on leading reasoning benchmarks and ultra-long-context tasks while providing throughput improvements over similarly sized Transformer MoEs. For details, please see the Nemotron Nano 3 technical report.*
December 16, 2025 at 1:15 PM
Reposted by Matasoft
stellaathena.bsky.social
Really great to see NVIDIA staking out a pro-open data position. This used to be common, if not the norm in AI, and the backing away from this level of transparency has done a lot of harm to the research community.
timkellogg.me Tim Kellogg @timkellogg.me · 4d
Nemotron 3

A new hybrid mamba2/attention LLM from NVIDIA that beats Qwen3-30B-A3B (same size & shape)

Notes:
* 1M context, with incredible recall past 256K
* New open datasets
* 10 open source RL environments

Overall this is a huge win for neolabs

huggingface.co/nvidia/NVIDI...
A wide bar chart comparing **accuracy** (left axis) and **relative throughput** (right axis) across multiple benchmarks for three models. **Legend / Models** * **Green:** Nemotron-3-Nano-30B-A3B * **Blue:** Qwen3-30B-A3B-Thinking-2507 * **Gray:** GPT-OSS-20B-A4B **Left Y-axis:** Accuracy (%) **Right Y-axis:** Relative Throughput (Output tokens/s/GPU) A dashed vertical line separates accuracy benchmarks (left) from throughput (right). --- ### Accuracy benchmarks (left to right) * **Arena-Hard-v2-Avg (Chat):** Nemotron **67.7**, Qwen **57.8**, GPT-OSS **48.5** * **AIME25 (Math):** Nemotron **99.2** (+tools noted), Qwen **85.0**, GPT-OSS **98.7** (lighter labels near bars show intermediate values ~89.1 and ~91.7) * **IFBench (Inst. Following):** Nemotron **71.5**, Qwen **51.0**, GPT-OSS **65.0** * **τ²-Bench (Tool Use):** Nemotron **49.0**, Qwen **47.7**, GPT-OSS **47.5** * **SWE-Bench (Coding):** Nemotron **38.8**, Qwen **22.0**, GPT-OSS **34.0** * **LCB v6 (Coding):** Nemotron **68.2**, Qwen **66.0**, GPT-OSS **61.0** * **RULER @ 1M (Long Ctx):** Nemotron **86.3**, Qwen **77.5**, GPT-OSS **N/A** --- ### Throughput (right of dashed line) * **ISL/OSL 8k/16k:** Nemotron **3.3**, Qwen **1.0**, GPT-OSS **1.5** --- **Caption (bottom):** *Figure 2 | The hybrid Mamba-Transformer MoE architecture used by Nemotron 3 models can achieve state-of-the-art accuracy on leading reasoning benchmarks and ultra-long-context tasks while providing throughput improvements over similarly sized Transformer MoEs. For details, please see the Nemotron Nano 3 technical report.*
December 16, 2025 at 7:32 PM