Here is the HF page: https://huggingface.co/chatdb/natural-sql-7b"},"title":{"fullyHighlighted":false,"matchLevel":"full","matchedWords":["natural"],"value":"Show HN: Natural-SQL-7B, a strong text-to-SQL model"},"url":{"fullyHighlighted":false,"matchLevel":"full","matchedWords":["natural"],"value":"https://github.com/cfahlgren1/natural-sql"}},"_tags":["story","author_thecalebf","story_39261486","show_hn"],"author":"thecalebf","children":[39262057,39262110,39262130,39262180,39262186,39262213,39262231,39262312,39262329,39262432,39262450,39262493,39262883,39263148,39263199,39263342,39263375,39264140,39264351,39264423,39264569,39264598,39266224,39267028,39268311,39268665,39269199,39269514,39270475,39270932,39270985,39282131,39289508,39289514],"created_at":"2024-02-05T14:22:36Z","created_at_i":1707142956,"num_comments":168,"objectID":"39261486","points":362,"story_id":39261486,"story_text":"Would love thoughts!
Here is the HF page: https://huggingface.co/chatdb/natural-sql-7b","title":"Show HN: Natural-SQL-7B, a strong text-to-SQL model","updated_at":"2026-07-09T02:36:29Z","url":"https://github.com/cfahlgren1/natural-sql"},{"_highlightResult":{"author":{"matchLevel":"none","matchedWords":[],"value":"kumaranvpl"},"title":{"fullyHighlighted":false,"matchLevel":"full","matchedWords":["natural"],"value":"Flair: A simple framework for natural language processing"},"url":{"matchLevel":"none","matchedWords":[],"value":"https://github.com/zalandoresearch/flair"}},"_tags":["story","author_kumaranvpl","story_18804639"],"author":"kumaranvpl","children":[18804880,18805090,18805095,18805122,18805235,18805346,18805769,18806295,18806648,18813524],"created_at":"2019-01-02T06:51:15Z","created_at_i":1546411875,"num_comments":44,"objectID":"18804639","points":361,"story_id":18804639,"title":"Flair: A simple framework for natural language processing","updated_at":"2024-09-20T03:27:16Z","url":"https://github.com/zalandoresearch/flair"},{"_highlightResult":{"author":{"matchLevel":"none","matchedWords":[],"value":"rbreve"},"title":{"fullyHighlighted":false,"matchLevel":"full","matchedWords":["natural"],"value":"Pattern: A web mining & natural language processing system for Python"},"url":{"matchLevel":"none","matchedWords":[],"value":"http://www.clips.ua.ac.be/pages/pattern"}},"_tags":["story","author_rbreve","story_2257347"],"author":"rbreve","children":[2257425,2257453,2257457,2257483,2257515,2257550,2257563,2257601,2257728,2258660,2260807,2261810],"created_at":"2011-02-24T08:37:25Z","created_at_i":1298536645,"num_comments":22,"objectID":"2257347","points":356,"story_id":2257347,"title":"Pattern: A web mining & natural language processing system for Python","updated_at":"2024-09-19T17:34:00Z","url":"http://www.clips.ua.ac.be/pages/pattern"},{"_highlightResult":{"author":{"matchLevel":"none","matchedWords":[],"value":"ajay-d"},"title":{"fullyHighlighted":false,"matchLevel":"full","matchedWords":["natural"],"value":"New York to ban natural gas, including stoves, in new buildings"},"url":{"matchLevel":"none","matchedWords":[],"value":"https://www.nytimes.com/2023/04/28/nyregion/gas-stove-ban-ny.html"}},"_tags":["story","author_ajay-d","story_35746022"],"author":"ajay-d","children":[35746076,35746578,35746899,35747033,35747073,35747464,35747557,35748061,35748224,35748258,35755237,35755493,35755568,35756185,35756229,35756622,35756714,35756824,35756954,35757386,35757395,35757552,35757745,35757785,35757791,35757942,35758001,35758024,35758227,35758597,35758721,35758761,35759346,35759902,35760027,35760738,35760981,35761181,35761382,35761497,35761723,35761817,35762206,35762429,35762437,35764865,35768369,35768407,35773816,35838290],"created_at":"2023-04-28T19:30:20Z","created_at_i":1682710220,"num_comments":953,"objectID":"35746022","points":354,"story_id":35746022,"title":"New York to ban natural gas, including stoves, in new buildings","updated_at":"2025-10-06T20:42:28Z","url":"https://www.nytimes.com/2023/04/28/nyregion/gas-stove-ban-ny.html"},{"_highlightResult":{"author":{"matchLevel":"none","matchedWords":[],"value":"craigcannon"},"title":{"fullyHighlighted":false,"matchLevel":"full","matchedWords":["natural"],"value":"How to Get into Natural Language Processing"},"url":{"fullyHighlighted":false,"matchLevel":"full","matchedWords":["natural"],"value":"https://blog.ycombinator.com/how-to-get-into-natural-language-processing/"}},"_tags":["story","author_craigcannon","story_13445255"],"author":"craigcannon","children":[13446122,13446406,13446412,13446524,13446572,13446779,13446875,13446884,13446891,13446916,13446930,13447451,13447748,13448115,13448202,13448398,13449143,13449275,13449645,13450087,13453001],"created_at":"2017-01-20T17:20:50Z","created_at_i":1484932850,"num_comments":75,"objectID":"13445255","points":340,"story_id":13445255,"title":"How to Get into Natural Language Processing","updated_at":"2024-09-20T00:15:57Z","url":"https://blog.ycombinator.com/how-to-get-into-natural-language-processing/"},{"_highlightResult":{"author":{"matchLevel":"none","matchedWords":[],"value":"Someone"},"title":{"fullyHighlighted":false,"matchLevel":"full","matchedWords":["natural"],"value":"Walking naturally after spinal cord injury using a brain\u2013spine interface"},"url":{"matchLevel":"none","matchedWords":[],"value":"https://www.nature.com/articles/s41586-023-06094-5"}},"_tags":["story","author_Someone","story_36059429"],"author":"Someone","children":[36060778,36061114,36061347,36061538,36061670,36062303,36063965,36064619,36065261],"created_at":"2023-05-24T15:26:00Z","created_at_i":1684941960,"num_comments":44,"objectID":"36059429","points":338,"story_id":36059429,"title":"Walking naturally after spinal cord injury using a brain\u2013spine interface","updated_at":"2024-09-20T14:13:13Z","url":"https://www.nature.com/articles/s41586-023-06094-5"},{"_highlightResult":{"author":{"matchLevel":"none","matchedWords":[],"value":"hongsy"},"title":{"fullyHighlighted":false,"matchLevel":"full","matchedWords":["natural"],"value":"A catalog of naturally occurring images whose Apple NeuralHash is identical"},"url":{"matchLevel":"none","matchedWords":[],"value":"https://github.com/roboflow-ai/neuralhash-collisions"}},"_tags":["story","author_hongsy","story_28299056"],"author":"hongsy","children":[28299592,28299614,28299726,28299751,28299896,28299979,28300016,28300020,28300035,28300065,28300133,28300479,28300531,28300534,28300542,28300629,28300659,28300682,28300989,28301482,28301769,28302435,28303018,28303241,28304927,28305369],"created_at":"2021-08-25T07:54:56Z","created_at_i":1629878096,"num_comments":294,"objectID":"28299056","points":337,"story_id":28299056,"title":"A catalog of naturally occurring images whose Apple NeuralHash is identical","updated_at":"2026-07-28T02:23:55Z","url":"https://github.com/roboflow-ai/neuralhash-collisions"},{"_highlightResult":{"author":{"matchLevel":"none","matchedWords":[],"value":"jseip"},"title":{"fullyHighlighted":false,"matchLevel":"full","matchedWords":["natural"],"value":"New \u201cLeaf\u201d Is More Efficient Than Natural Photosynthesis"},"url":{"fullyHighlighted":false,"matchLevel":"full","matchedWords":["natural"],"value":"http://www.scientificamerican.com/article/new-bionic-leaf-is-roughly-10-times-more-efficient-than-natural-photosynthesis/?wt.mc=SA_Twitter-Share"}},"_tags":["story","author_jseip","story_12271341"],"author":"jseip","children":[12271563,12271825,12271848,12271904,12272008,12272350,12272826,12272887,12273049,12273088,12273251,12273383,12273858,12274022,12274192,12274555,12274623,12274664,12276081],"created_at":"2016-08-11T20:29:16Z","created_at_i":1470947356,"num_comments":130,"objectID":"12271341","points":336,"story_id":12271341,"title":"New \u201cLeaf\u201d Is More Efficient Than Natural Photosynthesis","updated_at":"2024-09-19T23:35:41Z","url":"http://www.scientificamerican.com/article/new-bionic-leaf-is-roughly-10-times-more-efficient-than-natural-photosynthesis/?wt.mc=SA_Twitter-Share"},{"_highlightResult":{"author":{"matchLevel":"none","matchedWords":[],"value":"ar7hur"},"title":{"fullyHighlighted":false,"matchLevel":"full","matchedWords":["natural"],"value":"Show HN: Wit \u2013 Natural language for your app"},"url":{"matchLevel":"none","matchedWords":[],"value":"https://wit.ai"}},"_tags":["story","author_ar7hur","story_6373645","show_hn"],"author":"ar7hur","children":[6373720,6373730,6373738,6373739,6373743,6373754,6373755,6373776,6373792,6373809,6373816,6373818,6373907,6373914,6373919,6374060,6374231,6374258,6374305,6374396,6374484,6374536,6375004,6375307,6375375,6375985,6376849,6378182,6379140],"created_at":"2013-09-12T12:47:39Z","created_at_i":1378990059,"num_comments":95,"objectID":"6373645","points":321,"story_id":6373645,"title":"Show HN: Wit \u2013 Natural language for your app","updated_at":"2024-09-19T20:04:06Z","url":"https://wit.ai"},{"_highlightResult":{"author":{"matchLevel":"none","matchedWords":[],"value":"my_first_acct"},"title":{"fullyHighlighted":false,"matchLevel":"full","matchedWords":["natural"],"value":"New Fast.ai Course: A Code-First Introduction to Natural Language Processing"},"url":{"matchLevel":"none","matchedWords":[],"value":"https://www.fast.ai/2019/07/08/fastai-nlp/"}},"_tags":["story","author_my_first_acct","story_20388408"],"author":"my_first_acct","children":[20390369,20390557,20390730,20391189,20391312,20393707,20393821],"created_at":"2019-07-09T02:01:46Z","created_at_i":1562637706,"num_comments":21,"objectID":"20388408","points":320,"story_id":20388408,"title":"New Fast.ai Course: A Code-First Introduction to Natural Language Processing","updated_at":"2024-09-20T04:31:36Z","url":"https://www.fast.ai/2019/07/08/fastai-nlp/"},{"_highlightResult":{"author":{"matchLevel":"none","matchedWords":[],"value":"feross"},"title":{"fullyHighlighted":false,"matchLevel":"full","matchedWords":["natural"],"value":"Fluent 1.0: a localization system for natural-sounding translations"},"url":{"fullyHighlighted":false,"matchLevel":"full","matchedWords":["natural"],"value":"https://hacks.mozilla.org/2019/04/fluent-1-0-a-localization-system-for-natural-sounding-translations/"}},"_tags":["story","author_feross","story_19680662"],"author":"feross","children":[19680782,19680801,19680830,19680960,19680976,19681038,19681046,19681061,19681240,19681249,19681313,19681527,19681662,19681816,19681882,19682095,19682771,19688166],"created_at":"2019-04-17T08:03:58Z","created_at_i":1555488238,"num_comments":115,"objectID":"19680662","points":319,"story_id":19680662,"title":"Fluent 1.0: a localization system for natural-sounding translations","updated_at":"2025-10-24T21:35:21Z","url":"https://hacks.mozilla.org/2019/04/fluent-1-0-a-localization-system-for-natural-sounding-translations/"},{"_highlightResult":{"author":{"matchLevel":"none","matchedWords":[],"value":"azhenley"},"title":{"fullyHighlighted":false,"matchLevel":"full","matchedWords":["natural"],"value":"Natural language is the lazy user interface"},"url":{"fullyHighlighted":false,"matchLevel":"full","matchedWords":["natural"],"value":"https://austinhenley.com/blog/naturallanguageui.html"}},"_tags":["story","author_azhenley","story_34549378"],"author":"azhenley","children":[34549589,34549631,34549698,34549739,34549764,34549772,34549899,34549997,34550027,34550029,34550072,34550145,34550294,34550322,34550333,34550398,34550472,34550473,34550815,34550816,34550944,34550950,34550961,34550964,34551005,34551265,34551342,34551465,34551509,34551542,34551583,34551844,34552023,34552229,34552746,34553240,34553616,34554930,34555114,34555285,34555725,34555845,34556070,34558194,34561408,34645234],"created_at":"2023-01-27T17:57:36Z","created_at_i":1674842256,"num_comments":271,"objectID":"34549378","points":311,"story_id":34549378,"title":"Natural language is the lazy user interface","updated_at":"2026-05-01T15:16:39Z","url":"https://austinhenley.com/blog/naturallanguageui.html"},{"_highlightResult":{"author":{"matchLevel":"none","matchedWords":[],"value":"soundsop"},"title":{"fullyHighlighted":false,"matchLevel":"full","matchedWords":["natural"],"value":"You Are Naturally Short Housing"},"url":{"fullyHighlighted":false,"matchLevel":"full","matchedWords":["natural"],"value":"http://thezikomoletter.com/2012/12/10/you-are-naturally-short-housing/"}},"_tags":["story","author_soundsop","story_4902963"],"author":"soundsop","children":[4903021,4903044,4903075,4903083,4903099,4903123,4903154,4903192,4903337,4903383,4903384,4903410,4903525,4903568,4903639,4903707,4904160,4904758,4906690],"created_at":"2012-12-11T04:04:27Z","created_at_i":1355198667,"num_comments":202,"objectID":"4902963","points":307,"story_id":4902963,"title":"You Are Naturally Short Housing","updated_at":"2024-01-09T14:20:07Z","url":"http://thezikomoletter.com/2012/12/10/you-are-naturally-short-housing/"},{"_highlightResult":{"author":{"matchLevel":"none","matchedWords":[],"value":"mortonstreet"},"title":{"fullyHighlighted":false,"matchLevel":"full","matchedWords":["natural"],"value":"New York City bans natural gas in new buildings"},"url":{"fullyHighlighted":false,"matchLevel":"full","matchedWords":["natural"],"value":"https://www.reuters.com/markets/us/new-york-city-set-ban-natural-gas-new-buildings-2021-12-15/"}},"_tags":["story","author_mortonstreet","story_29686891"],"author":"mortonstreet","children":[29686933,29687342,29687350,29687381,29687389,29687403,29687427,29687431,29687440,29687457,29687483,29687484,29687513,29687591,29687599,29687635,29687859,29687971,29687980,29688001,29688012,29688031,29688112,29688143,29688550,29688586,29688665,29688773,29688874,29688926,29688947,29688960,29688989,29689403,29689417,29689580,29689587,29689668,29690028,29690541,29690642,29691217,29691469,29691704,29691933],"created_at":"2021-12-25T20:57:06Z","created_at_i":1640465826,"num_comments":676,"objectID":"29686891","points":306,"story_id":29686891,"title":"New York City bans natural gas in new buildings","updated_at":"2024-09-20T10:06:22Z","url":"https://www.reuters.com/markets/us/new-york-city-set-ban-natural-gas-new-buildings-2021-12-15/"},{"_highlightResult":{"author":{"matchLevel":"none","matchedWords":[],"value":"sloria"},"story_text":{"matchLevel":"none","matchedWords":[],"value":""},"title":{"fullyHighlighted":false,"matchLevel":"full","matchedWords":["natural"],"value":"Show HN: TextBlob, Natural language processing made simple in Python"},"url":{"matchLevel":"none","matchedWords":[],"value":"https://textblob.readthedocs.org/en/latest/"}},"_tags":["story","author_sloria","story_6192589","show_hn"],"author":"sloria","children":[6192688,6192699,6192701,6192708,6192715,6192792,6192897,6192904,6193012,6193083,6193139,6193166,6193169,6193262,6193848,6194151,6194638,6195274,6195302],"created_at":"2013-08-10T20:37:06Z","created_at_i":1376167026,"num_comments":46,"objectID":"6192589","points":303,"story_id":6192589,"story_text":"","title":"Show HN: TextBlob, Natural language processing made simple in Python","updated_at":"2024-09-19T19:54:58Z","url":"https://textblob.readthedocs.org/en/latest/"},{"_highlightResult":{"author":{"matchLevel":"none","matchedWords":[],"value":"geox"},"title":{"fullyHighlighted":false,"matchLevel":"full","matchedWords":["natural"],"value":"The natural diamond industry is getting rocked. Thank the lab-grown variety"},"url":{"matchLevel":"none","matchedWords":[],"value":"https://www.cbc.ca/news/business/lab-grown-diamonds-1.7592336"}},"_tags":["story","author_geox","story_44693570"],"author":"geox","children":[44693641,44693692,44693843,44693855,44693876,44693944,44694058,44694318,44696629,44696818,44697085,44697239,44697564,44697662,44697681,44697977,44697988,44698204,44698400,44698732,44698824,44698906,44699267,44700020,44701199,44701288,44701449,44702521,44704389,44706720,44706766],"created_at":"2025-07-26T12:20:55Z","created_at_i":1753532455,"num_comments":386,"objectID":"44693570","points":297,"story_id":44693570,"title":"The natural diamond industry is getting rocked. Thank the lab-grown variety","updated_at":"2026-04-11T10:05:53Z","url":"https://www.cbc.ca/news/business/lab-grown-diamonds-1.7592336"},{"_highlightResult":{"author":{"matchLevel":"none","matchedWords":[],"value":"aarohmankad"},"story_text":{"matchLevel":"none","matchedWords":[],"value":"I've recently become quite intrigued by the concept, and want to learn more about it.
If you have any resources, I'd love to see them. They can be videos, articles, tutorials, courses, etc.
If there is any prerequisite knowledge required, which I assume there will be, I would also love a starting point. As for my background, I have experience in full stack web development, game development, and about a year's worth of academic computer science study."},"title":{"fullyHighlighted":false,"matchLevel":"full","matchedWords":["natural"],"value":"Ask HN: How Can I Get into NLP (Natural Language Processing)?"}},"_tags":["story","author_aarohmankad","story_12916498","ask_hn"],"author":"aarohmankad","children":[12916708,12916790,12917144,12917386,12917390,12917468,12917656,12917861,12917968,12917974,12918020,12918054,12918165,12918175,12918499,12918647,12918707,12918832,12918873,12918874,12919129,12919144,12919394,12919402,12919663,12919766,12919841,12920204,12920252,12920501,12920878,12921184,12921454,12922336,12954148],"created_at":"2016-11-10T00:37:44Z","created_at_i":1478738264,"num_comments":43,"objectID":"12916498","points":297,"story_id":12916498,"story_text":"I've recently become quite intrigued by the concept, and want to learn more about it.
If you have any resources, I'd love to see them. They can be videos, articles, tutorials, courses, etc.
If there is any prerequisite knowledge required, which I assume there will be, I would also love a starting point. As for my background, I have experience in full stack web development, game development, and about a year's worth of academic computer science study.","title":"Ask HN: How Can I Get into NLP (Natural Language Processing)?","updated_at":"2025-09-21T20:52:36Z"},{"_highlightResult":{"author":{"matchLevel":"none","matchedWords":[],"value":"scvalencia"},"title":{"fullyHighlighted":false,"matchLevel":"full","matchedWords":["natural"],"value":"Natural Language Processing (2018) [pdf]"},"url":{"matchLevel":"none","matchedWords":[],"value":"https://github.com/jacobeisenstein/gt-nlp-class/blob/master/notes/eisenstein-nlp-notes.pdf"}},"_tags":["story","author_scvalencia","story_21327114"],"author":"scvalencia","children":[21328346,21328390,21328424,21328433,21328670,21331937],"created_at":"2019-10-22T18:38:02Z","created_at_i":1571769482,"num_comments":12,"objectID":"21327114","points":290,"story_id":21327114,"title":"Natural Language Processing (2018) [pdf]","updated_at":"2024-09-20T05:06:57Z","url":"https://github.com/jacobeisenstein/gt-nlp-class/blob/master/notes/eisenstein-nlp-notes.pdf"},{"_highlightResult":{"author":{"matchLevel":"none","matchedWords":[],"value":"mothcamp"},"story_text":{"matchLevel":"none","matchedWords":[],"value":"Link: https://www.nlpdemystified.org/
Hi HN:
After a year of work, I've published my free NLP course. The course helps anyone who knows Python and a bit of math go from the basics to today's mainstream models and frameworks.
I strive to balance theory and practice, so every module consists of detailed explanations and slides along with a Colab notebook putting the ideas into practice (in most modules).
The notebooks cover how to accomplish everyday NLP tasks including extracting key information, document search, text similarity, text classification, finding topics in documents, summarization, translation, generating text, and question answering.
The course is divided into two parts. In part one, we cover text preprocessing, how to turn text into numbers, and multiple ways to classify and search text using "classical" approaches. And along the way, we'll pick up valuable bits on how to use tools such as spaCy and scikit-learn.
In part two, we dive into deep learning for NLP. We start with neural network fundamentals and go through embeddings and sequence models until we arrive at transformers and the mainstream models of today.
No registration required: https://www.nlpdemystified.org/"},"title":{"fullyHighlighted":false,"matchLevel":"full","matchedWords":["natural"],"value":"Show HN: Natural Language Processing Demystified"}},"_tags":["story","author_mothcamp","story_33815146","show_hn"],"author":"mothcamp","children":[33815973,33816112,33816479,33816824,33817243,33817253,33817279,33817303,33817552,33817866,33818119,33819305,33819355,33819577,33819785,33819994,33820144,33821657,33825358,33827604,33828404],"created_at":"2022-12-01T12:00:01Z","created_at_i":1669896001,"num_comments":37,"objectID":"33815146","points":286,"story_id":33815146,"story_text":"Link: https://www.nlpdemystified.org/
Hi HN:
After a year of work, I've published my free NLP course. The course helps anyone who knows Python and a bit of math go from the basics to today's mainstream models and frameworks.
I strive to balance theory and practice, so every module consists of detailed explanations and slides along with a Colab notebook putting the ideas into practice (in most modules).
The notebooks cover how to accomplish everyday NLP tasks including extracting key information, document search, text similarity, text classification, finding topics in documents, summarization, translation, generating text, and question answering.
The course is divided into two parts. In part one, we cover text preprocessing, how to turn text into numbers, and multiple ways to classify and search text using "classical" approaches. And along the way, we'll pick up valuable bits on how to use tools such as spaCy and scikit-learn.
In part two, we dive into deep learning for NLP. We start with neural network fundamentals and go through embeddings and sequence models until we arrive at transformers and the mainstream models of today.
No registration required: https://www.nlpdemystified.org/","title":"Show HN: Natural Language Processing Demystified","updated_at":"2026-07-16T21:35:58Z"},{"_highlightResult":{"author":{"matchLevel":"none","matchedWords":[],"value":"saadalem"},"title":{"fullyHighlighted":false,"matchLevel":"full","matchedWords":["natural"],"value":"Recent Advances in Natural Language Processing"},"url":{"fullyHighlighted":false,"matchLevel":"full","matchedWords":["natural"],"value":"https://deponysum.com/2020/01/16/recent-advances-in-natural-language-processing-some-woolly-speculations/"}},"_tags":["story","author_saadalem","story_24179795"],"author":"saadalem","children":[24180039,24180055,24180146,24180261,24180607,24180641,24180759,24180785,24180950,24181347,24181372,24181438,24181871,24182271,24182296,24183682,24184702,24185348,24186842],"created_at":"2020-08-16T18:03:06Z","created_at_i":1597600986,"num_comments":176,"objectID":"24179795","points":278,"story_id":24179795,"title":"Recent Advances in Natural Language Processing","updated_at":"2025-10-06T21:09:01Z","url":"https://deponysum.com/2020/01/16/recent-advances-in-natural-language-processing-some-woolly-speculations/"},{"_highlightResult":{"author":{"matchLevel":"none","matchedWords":[],"value":"speckx"},"title":{"fullyHighlighted":false,"matchLevel":"full","matchedWords":["natural"],"value":"What appear to be biochemical processes may be a natural feature of geology"},"url":{"matchLevel":"none","matchedWords":[],"value":"https://www.quantamagazine.org/the-dirt-that-refused-to-die-20260601/"}},"_tags":["story","author_speckx","story_48357905"],"author":"speckx","children":[48359069,48359184,48359207,48359330,48359850,48360585,48360862,48361006,48361809,48362537,48362828,48363166,48363984,48364002,48364171,48364484,48365664,48366450,48366578,48366931,48368514,48370045,48372264],"created_at":"2026-06-01T15:11:35Z","created_at_i":1780326695,"num_comments":111,"objectID":"48357905","points":273,"story_id":48357905,"title":"What appear to be biochemical processes may be a natural feature of geology","updated_at":"2026-07-29T15:25:25Z","url":"https://www.quantamagazine.org/the-dirt-that-refused-to-die-20260601/"},{"_highlightResult":{"author":{"matchLevel":"none","matchedWords":[],"value":"solasluaith"},"story_text":{"fullyHighlighted":false,"matchLevel":"full","matchedWords":["natural"],"value":"For this palette, I used recent advances in color science, which made perceptual design more accessible, to choose a set of colors (mainly for syntax highlighting) that have uniform luminance for less visually uneven, fluidly readable code, but at the same time maximally distinguishable hue and chroma. The background colors are based on natural (sun-)light and shade for a more pleasing look than equally neutral greys.
For much more detailed info, including the construction, check out the repository.
There\u2019s also already a (bare-bones) VSCode extension, linked in the repository, but it could admittedly use more informed distribution of colors over tokens, language specific highlighting and perhaps more opinionated use in UI elements."},"title":{"fullyHighlighted":false,"matchLevel":"full","matchedWords":["natural"],"value":"Show HN: Penumbra, a perceptually optimized color palette based on natural light"},"url":{"matchLevel":"none","matchedWords":[],"value":"https://github.com/nealmckee/penumbra"}},"_tags":["story","author_solasluaith","story_32348461","show_hn"],"author":"solasluaith","children":[32349377,32349507,32349509,32349675,32349749,32349999,32350047,32350923,32351013,32351256,32351318,32351356,32351495,32351496,32352131,32352230,32352272,32352440,32352540,32352563,32352857,32353209,32353481,32354282,32354447,32354806,32354982,32355077,32360787,32362644,32365197,32398819],"created_at":"2022-08-04T21:23:07Z","created_at_i":1659648187,"num_comments":124,"objectID":"32348461","points":267,"story_id":32348461,"story_text":"For this palette, I used recent advances in color science, which made perceptual design more accessible, to choose a set of colors (mainly for syntax highlighting) that have uniform luminance for less visually uneven, fluidly readable code, but at the same time maximally distinguishable hue and chroma. The background colors are based on natural (sun-)light and shade for a more pleasing look than equally neutral greys.
For much more detailed info, including the construction, check out the repository.
There\u2019s also already a (bare-bones) VSCode extension, linked in the repository, but it could admittedly use more informed distribution of colors over tokens, language specific highlighting and perhaps more opinionated use in UI elements.","title":"Show HN: Penumbra, a perceptually optimized color palette based on natural light","updated_at":"2025-10-06T20:50:01Z","url":"https://github.com/nealmckee/penumbra"},{"_highlightResult":{"author":{"matchLevel":"none","matchedWords":[],"value":"vladoh"},"title":{"fullyHighlighted":false,"matchLevel":"full","matchedWords":["natural"],"value":"Show HN: Search inside YouTube videos using natural language queries"},"url":{"fullyHighlighted":false,"matchLevel":"full","matchedWords":["natural"],"value":"https://github.com/haltakov/natural-language-youtube-search"}},"_tags":["story","author_vladoh","story_26118756","show_hn"],"author":"vladoh","children":[26118968,26118980,26120220,26120944,26122594,26123392,26123536,26124443],"created_at":"2021-02-12T21:29:02Z","created_at_i":1613165342,"num_comments":43,"objectID":"26118756","points":264,"story_id":26118756,"title":"Show HN: Search inside YouTube videos using natural language queries","updated_at":"2024-09-20T07:55:54Z","url":"https://github.com/haltakov/natural-language-youtube-search"},{"_highlightResult":{"author":{"matchLevel":"none","matchedWords":[],"value":"ColinWright"},"title":{"fullyHighlighted":false,"matchLevel":"full","matchedWords":["natural"],"value":"Translating natural language to first-order logic for logical fallacy detection"},"url":{"matchLevel":"none","matchedWords":[],"value":"https://arxiv.org/abs/2405.02318"}},"_tags":["story","author_ColinWright","story_43257719"],"author":"ColinWright","children":[43257887,43257979,43258005,43258202,43258329,43258445,43258475,43258539,43258572,43258754,43258837,43258861,43258930,43259015,43259131,43259333,43259399,43259536,43259653,43259769,43259803,43260861,43261375,43261392,43261757,43263475,43264073,43264917,43265638,43272241],"created_at":"2025-03-04T17:36:23Z","created_at_i":1741109783,"num_comments":143,"objectID":"43257719","points":258,"story_id":43257719,"title":"Translating natural language to first-order logic for logical fallacy detection","updated_at":"2026-06-02T20:43:09Z","url":"https://arxiv.org/abs/2405.02318"},{"_highlightResult":{"author":{"matchLevel":"none","matchedWords":[],"value":"motter"},"story_text":{"matchLevel":"none","matchedWords":[],"value":""},"title":{"fullyHighlighted":false,"matchLevel":"full","matchedWords":["natural"],"value":"Natural Language Processing with Python, free online"},"url":{"matchLevel":"none","matchedWords":[],"value":"http://www.nltk.org/book?="}},"_tags":["story","author_motter","story_3474440"],"author":"motter","children":[3474467,3474595,3474672,3474681,3474851,3474895,3474902,3475289,3475313,3475428,3475573,3476553],"created_at":"2012-01-17T10:36:38Z","created_at_i":1326796598,"num_comments":31,"objectID":"3474440","points":255,"story_id":3474440,"story_text":"","title":"Natural Language Processing with Python, free online","updated_at":"2024-09-19T18:16:56Z","url":"http://www.nltk.org/book?="},{"_highlightResult":{"author":{"matchLevel":"none","matchedWords":[],"value":"rntn"},"title":{"fullyHighlighted":false,"matchLevel":"full","matchedWords":["natural"],"value":"Europe now has so much natural gas that prices just dipped below zero"},"url":{"matchLevel":"none","matchedWords":[],"value":"https://lite.cnn.com/en/article/h_84f44a3d4dc64a2e2686175e76059fd3"}},"_tags":["story","author_rntn","story_33359161"],"author":"rntn","children":[33359753,33359784,33359857,33359880,33359976,33359979,33360052,33360068,33360132,33360454,33360521,33360538,33360578,33360865,33360914,33360917,33361039,33361412,33361427,33361588,33362438,33362800,33363561,33364124,33364270,33364304,33365110,33370155,33371579],"created_at":"2022-10-27T15:34:52Z","created_at_i":1666884892,"num_comments":187,"objectID":"33359161","points":252,"story_id":33359161,"title":"Europe now has so much natural gas that prices just dipped below zero","updated_at":"2024-09-20T12:25:35Z","url":"https://lite.cnn.com/en/article/h_84f44a3d4dc64a2e2686175e76059fd3"},{"_highlightResult":{"author":{"matchLevel":"none","matchedWords":[],"value":"geox"},"title":{"fullyHighlighted":false,"matchLevel":"full","matchedWords":["natural"],"value":"Fastest rate of natural carbon dioxide rise over the last 50k years"},"url":{"fullyHighlighted":false,"matchLevel":"full","matchedWords":["natural"],"value":"https://today.oregonstate.edu/news/researchers-identify-fastest-rate-natural-carbon-dioxide-rise-over-last-50000-years"}},"_tags":["story","author_geox","story_40365882"],"author":"geox","children":[40366141,40366183,40366186,40366215,40366264,40366277,40366300,40366330,40366383,40366395,40366466,40366470,40366483,40366493,40366542,40366586,40367003,40367138,40367395,40367670,40367724,40368038,40368454,40370766,40379595,40382598],"created_at":"2024-05-15T12:13:58Z","created_at_i":1715775238,"num_comments":470,"objectID":"40365882","points":251,"story_id":40365882,"title":"Fastest rate of natural carbon dioxide rise over the last 50k years","updated_at":"2025-12-14T20:35:08Z","url":"https://today.oregonstate.edu/news/researchers-identify-fastest-rate-natural-carbon-dioxide-rise-over-last-50000-years"},{"_highlightResult":{"author":{"matchLevel":"none","matchedWords":[],"value":"colinprince"},"title":{"fullyHighlighted":false,"matchLevel":"full","matchedWords":["natural"],"value":"Heavy Metal and Natural Language Processing"},"url":{"fullyHighlighted":false,"matchLevel":"full","matchedWords":["natural"],"value":"http://www.degeneratestate.org/posts/2016/Apr/20/heavy-metal-and-natural-language-processing-part-1/"}},"_tags":["story","author_colinprince","story_12024920"],"author":"colinprince","children":[12024965,12024967,12024983,12025026,12025064,12025085,12025123,12025127,12025458,12025752,12025760,12026177,12026314,12026393,12027066,12027564,12027914],"created_at":"2016-07-03T05:19:19Z","created_at_i":1467523159,"num_comments":42,"objectID":"12024920","points":247,"story_id":12024920,"title":"Heavy Metal and Natural Language Processing","updated_at":"2024-09-19T23:23:31Z","url":"http://www.degeneratestate.org/posts/2016/Apr/20/heavy-metal-and-natural-language-processing-part-1/"},{"_highlightResult":{"author":{"matchLevel":"none","matchedWords":[],"value":"tim_sw"},"title":{"fullyHighlighted":false,"matchLevel":"full","matchedWords":["natural"],"value":"NaturalSpeech 2: Zero-shot speech and singing synthesizers"},"url":{"fullyHighlighted":false,"matchLevel":"full","matchedWords":["natural"],"value":"https://speechresearch.github.io/naturalspeech2/"}},"_tags":["story","author_tim_sw","story_35627790"],"author":"tim_sw","children":[35628384,35628387,35628493,35628532,35628584,35628629,35629135,35629266,35629290,35629294,35629569,35629962,35630343,35630405,35630419,35630464,35630743,35630755,35630786,35631300,35631525,35631864,35634234,35634850,35637618],"created_at":"2023-04-19T13:20:56Z","created_at_i":1681910456,"num_comments":120,"objectID":"35627790","points":235,"story_id":35627790,"title":"NaturalSpeech 2: Zero-shot speech and singing synthesizers","updated_at":"2026-05-12T19:53:55Z","url":"https://speechresearch.github.io/naturalspeech2/"},{"_highlightResult":{"author":{"matchLevel":"none","matchedWords":[],"value":"lxm"},"title":{"fullyHighlighted":false,"matchLevel":"full","matchedWords":["natural"],"value":"Predicting Stock Performance with Natural Language Deep Learning"},"url":{"matchLevel":"none","matchedWords":[],"value":"https://www.microsoft.com/developerblog/2017/12/04/predicting-stock-performance-deep-learning/"}},"_tags":["story","author_lxm","story_17192230"],"author":"lxm","children":[17192521,17192524,17192618,17192782,17192805,17192873,17192917,17192932,17193025,17193305,17193438,17193456,17193494,17193600,17193745,17193764,17193885,17193969,17194266,17194362,17194564,17195024,17195585,17195644,17195695,17196401,17196758,17200899,17201130],"created_at":"2018-05-30T21:54:47Z","created_at_i":1527717287,"num_comments":96,"objectID":"17192230","points":233,"story_id":17192230,"title":"Predicting Stock Performance with Natural Language Deep Learning","updated_at":"2024-09-20T02:36:02Z","url":"https://www.microsoft.com/developerblog/2017/12/04/predicting-stock-performance-deep-learning/"},{"_highlightResult":{"author":{"matchLevel":"none","matchedWords":[],"value":"PaulHoule"},"title":{"fullyHighlighted":false,"matchLevel":"full","matchedWords":["natural"],"value":"Scientists unlock brain's natural clean-up system for new treatments for stroke"},"url":{"fullyHighlighted":false,"matchLevel":"full","matchedWords":["natural"],"value":"https://www.monash.edu/pharm/about/news/news-listing/latest/scientists-unlock-brains-natural-clean-up-system-to-develop-new-treatments-for-stroke-and-other-neurological-diseases"}},"_tags":["story","author_PaulHoule","story_46448894"],"author":"PaulHoule","children":[46449935,46450237,46450663,46451713,46452485,46455310],"created_at":"2025-12-31T22:11:33Z","created_at_i":1767219093,"num_comments":52,"objectID":"46448894","points":230,"story_id":46448894,"title":"Scientists unlock brain's natural clean-up system for new treatments for stroke","updated_at":"2026-03-05T23:16:57Z","url":"https://www.monash.edu/pharm/about/news/news-listing/latest/scientists-unlock-brains-natural-clean-up-system-to-develop-new-treatments-for-stroke-and-other-neurological-diseases"},{"_highlightResult":{"author":{"matchLevel":"none","matchedWords":[],"value":"ppoutonnet"},"title":{"fullyHighlighted":false,"matchLevel":"full","matchedWords":["natural"],"value":"Introducing Google Cloud Natural Language API, Speech API and New Data Center"},"url":{"matchLevel":"none","matchedWords":[],"value":"https://cloudplatform.googleblog.com/2016/07/the-latest-for-Cloud-customers-machine-learning-and-west-coast-expansion.html"}},"_tags":["story","author_ppoutonnet","story_12130380"],"author":"ppoutonnet","children":[12132176,12132262,12132629,12132823,12132903,12133046,12133085,12133183,12207094],"created_at":"2016-07-20T16:38:38Z","created_at_i":1469032718,"num_comments":49,"objectID":"12130380","points":224,"story_id":12130380,"title":"Introducing Google Cloud Natural Language API, Speech API and New Data Center","updated_at":"2024-09-19T23:27:46Z","url":"https://cloudplatform.googleblog.com/2016/07/the-latest-for-Cloud-customers-machine-learning-and-west-coast-expansion.html"}],"hitsPerPage":50,"nbHits":9778,"nbPages":20,"page":0,"params":"query=Natural&tags=story&hitsPerPage=50&advancedSyntax=true&analyticsTags=backend","processingTimeMS":10,"processingTimingsMS":{"_request":{"roundTrip":15},"afterFetch":{"format":{"total":1}},"fetch":{"query":3,"scanning":5,"total":9},"total":10},"query":"Natural","serverTimeMS":11}