Category Archives: Users

Phil 1.31.2023

Tasks

  • Glasses! Sent an email
  • Physical! Message sent

Book

  • Got the SkyLatex link for review. Need to be done by Feb 10

SBIRs

  • 9:00 Sprint planning. Maybe get a chance to start with GPT-index? Done
  • Continue with second draft
  • Pre meeting with Aaron and Rukan
  • Meeting with Loren. Since the goal is for each ship to “imagine” what the other ships are seeing and their FOM predictions, we need a way to have a way of easily positioning the ship position with respect to the threat in some shared, generalizable frame. And wrt the HGV, propagation seems… hard. Does it make more sense to simply simulate if an interception occurs at any time in the (recorded) flight paths? Then we can train the models on that.

GPT Agents

  • Get embedding to work – done! Now I need to reduce and cluster
  • IUI response delayed a few days

Phil 1.30.2023

ChatGPT appears to be back! Tried asking it was to market the book. It came back with some good suggestions.

GPT Agents

  • Continue working on automation
  • Start on embedding?
  • I think a larger test of shorter responses may be good for a proof-of-concept. About 64-128 tokens may be the sweet spot

SBIRs

  • 9:00 Sprint demos
  • 2:00 MDA weekly meeting

Book

  • Based on the ChatGPT suggestions, I’m going to reach out to Wayne to see if he can connect me with a good reviewer. Maybe Ben Shneiderman? I could also try Roger, since he and his wife know everyone at UMD

Phil 1.29.2023

Working on the NarrativeExplorer.

  • Loading and saving of parameter files, so that it’s easy to store and try things from one session to the next
  • Setting up automation
    • Need to strip things like multiple CRs and return them as a single. I’m getting one extra response. Fixed. I was calling the GPT twice. So it wasn’t one extra, it was double

One of Stacy’s friends had the really good ide about image and text generators could be a real boon for self held vision boards and planning. There has been a lot written about this, so they should be very good at handling the basic needs of folks

Phil 1.27.2023

Overconfidently conspiratorial: Conspiracy believers are dispositionally overconfident and massively overestimate how much others agree with themGordon Pennycook, David G. Rand

  • There is a pressing need to understand belief in false conspiracies. Past work has focused on the needs and motivations of conspiracy believers, as well as the role of overreliance on intuition. Here, we propose an alternative driver of belief in conspiracies: overconfidence. Across eight studies with 4,181 U.S. adults, conspiracy believers not only relied more intuition, but also overestimated their performance on numeracy and perception tests (i.e. were overconfident in their own abilities). This relationship with overconfidence was robust to controlling for analytic thinking, need for uniqueness, and narcissism, and was strongest for the most fringe conspiracies. We also found that conspiracy believers – particularly overconfident ones – massively overestimated (>4x) how much others agree with them: Although conspiracy beliefs were in the majority in only 12% of 150 conspiracies across three studies, conspiracy believers thought themselves to be in the majority 93% of the time.
  • I think this could have an effect on stampede behavior more broadly. Something to the effect that when rulers (people with dominant power over others) are overconfident, they can more easily head in the direction of social realities (e.g. conspiracy theories, but also that VW could get away with cheating on emissions, or that the USA would not fail in Afghanistan).
  • Overconfidence is a sort of dimension reduction since there is no need to look for complicated, nuanced positions. The most emotionally attractive answer is selected for and concentrates the overconfident.
  • An implication for diversity injection is that the “landing page” for diversity has to be simple and emotionally attractive.

Science has finally cracked the mystery of why so many people believe in conspiracy theories (Business Insider article on the above)

Tasks

  • Schedule physical
  • See if my glasses are ready
  • Chores

GPT Agents

  • Wire up the loading of generator and embedding params. Maybe while I’m at it, read in a file with prompts and params? Done!
  • Had a thought that rather than clustering, I could just work on distances and the number of connections at that distance. Too many connections is a node like “the”, and nodes with only two connections (the predecessor and successor in the narrative) may not be that interesting and could be discarded. Something to think about.
  • Continue reading GPT-index documentation
  • How Cohere Works with Google’s Vertex Machine Engine to Power Embeddings
    • We’ve put together a notebook on GitHub to help you learn how to create embeddings with the Cohere API and then leverage the Vertex AI Matching Engine to create and query an index. The notebook includes code samples and step-by-step instructions for using the Cohere Embed endpoint to quickly capture semantic information about input data, and then applying the Vertex AI Matching Engine’s Approximate Nearest Neighbor (ANN) service to find similar texts.

SBIRs

  • Send Lauren the ppt to pass on
  • 11:00 presentation – DONE!
    • Re-read the rationale from the paper
    • Have the paper open in as a PDF
  • More editing and tweaking

Phil 1.26.2023

GPT Agents

  • Need to create a table for generator params and embedding params – Done! Hooked them up to the table_run and am saving them out on a per run basis. Next is to load them in

SBIRs

  • Did a first pass at the ChatGPT slide deck
  • Need to check out Lauren’s slides. Done – looks good. Still waiting for HGV video
  • 9:15 standup
  • Do a full read through and tweak of paper, then ping Angela and Paul about if they would be interested in reading. Pinged, but only got to page 10 or so. A good deal of rewriting and cleanup.
  • Help Aaron with CONOPS paper? Done
  • Finished up the slide deck and integrated Loren’s content.

Phil 1.25.2023

GPT Agents

  • Added a log to the social science and NNM sections
  • Spent a good deal of time getting NarrativeExplorer built
  • 4:00 Meeting

SBIRs

  • Meeting with Lauren to go over slides. He’s going to add a few
  • Postponed the commercialization meeting
  • Need more FOM data. Need to talk to Rukan
  • Tweaked War Elephants and added in some text about antifragility.

Book

  • Got notification that the permissions team got my log. Hopefully they will be ok with it.

Phil 1.24.2023

Nice intro to word and sentence embeddings from co:here – What Are Word and Sentence Embeddings?

Introduction to pynytimesThe New York Times is one of the most trusted news source around the world. All their article metadata is easily available using their API, which is publicly available to everyone (though only for non-commercial use). All this data can be queried using a REST API, however setting it up can be quite time-consuming. This library solves that problem, now you can easily and quickly query the API without having to worry about the specific implementation.

The techniques behind ChatGPT: RLHF, IFT, CoT, Read teaming, and more

  • A few weeks ago, ChatGPT emerged and launched the public discourse into a set of obscure acronyms: RLHF, SFT, IFT, CoT, and more, all attributed to the success of ChatGPT. What are these obscure acronyms and why are they so important? We surveyed all the important papers on these topics to categorize these works, summarize takeaways from what has been done, and share what remains to be shown.

SBIRs

  • 9:15 Standup
  • 10:00 Q3 Slides meeting with Loren
  • 1:00 Bi-weekly
  • Get any responses back on paper (HA!) and get ready to send out

GPT Agents

  • Set up schema. I’m thinking four tables: 1) Experiment (name, date, user, run number), 2) Experiment params 3) Text (text, embedding, projection, cluster ID) 4) Cluster (experiment, cluster_number, cluster_name, include/exclude) – done
  • Add automation fields and buttons – done
  • For development, load result text automatically – done
  • Hooking up DB to App. Got a lot done. Experiments, runs, and text are stored using test data.

Phil 1.23.2023

Dissociating language and thought in large language models: a cognitive perspective

  • Today’s large language models (LLMs) routinely generate coherent, grammatical and seemingly meaningful paragraphs of text. This achievement has led to speculation that these networks are — or will soon become — “thinking machines”, capable of performing tasks that require abstract knowledge and reasoning. Here, we review the capabilities of LLMs by considering their performance on two different aspects of language use: ‘formal linguistic competence’, which includes knowledge of rules and patterns of a given language, and ‘functional linguistic competence’, a host of cognitive abilities required for language understanding and use in the real world. Drawing on evidence from cognitive neuroscience, we show that formal competence in humans relies on specialized language processing mechanisms, whereas functional competence recruits multiple extralinguistic capacities that comprise human thought, such as formal reasoning, world knowledge, situation modeling, and social cognition. In line with this distinction, LLMs show impressive (although imperfect) performance on tasks requiring formal linguistic competence, but fail on many tests requiring functional competence. Based on this evidence, we argue that (1) contemporary LLMs should be taken seriously as models of formal linguistic skills; (2) models that master real-life language use would need to incorporate or develop not only a core language module, but also multiple non-language-specific cognitive capacities required for modeling thought. Overall, a distinction between formal and functional linguistic competence helps clarify the discourse surrounding LLMs’ potential and provides a path toward building models that understand and use language in human-like ways.

Starting to read the documentation for GPT Index. It looks very thorough and capable. I need to get a charge number so I can dig into it and get paid.

SBIRs

  • Working on the slide deck
  • Contract stuff

GPT Agents

  • Got the parsing done. Need to work on saving them to the deb and getting the embeddings. Also, I’ll need to set up a looping system that runs the prompt a specific number of times and does the parsing and storing. Something like “automate” with a field for how many times.

Phil 1.21.2023

I loaded journal entries from the past 10 years into GPT-3—and started asking it questions – This might be the way to do my next online resume and the book website. Basically, index and summarize, which sounds perfect.

It uses GPT Index, a project consisting of a set of data structures designed to make it easier to use large external knowledge bases with LLMs. Lots of documentation here.

I realize that this approach could replace the finetuning of the GPT-2 models. This makes it extremely general. There could be a book agent, Twitter agent, or even a SBIR agent.

And because it is finding text “chunks” based on embedding similarity to the prompt, it can point back to the sources. That makes research into a subject where the corpora exists much better.

Going to dig into this some more.

Elicit.org is also doing something like this. Here’s the thread:

This is very good:

Phil 1.20.2023

Google’s Deep Learning Tuning Playbook

  • This document is for engineers and researchers (both individuals and teams) interested in maximizing the performance of deep learning models. We assume basic knowledge of machine learning and deep learning concepts.
  • Our emphasis is on the process of hyperparameter tuning. We touch on other aspects of deep learning training, such as pipeline implementation and optimization, but our treatment of those aspects is not intended to be complete.
  • We assume the machine learning problem is a supervised learning problem or something that looks a lot like one (e.g. self-supervised). That said, some of the prescriptions in this document may also apply to other types of problems.

There is a LLM search engine: Perplexity.ai. It’s not bad, and includes pointers to sources. It seems to have good guardrails, too:

Oops. That’s not the Moby Dick that I read:

GPT Agents

  • Start NarrativeExplorer and schema – started!

SBIRs

  • Collect BD-related papers and send to T

Phil 1.19.2023

GPT Agents

  • Updated the roadmap project, and I had a thought where we could train a model on a corpora that has all the periods replaced with probability markers (1%, 2%, 3%, 4%, 6%, 8%, 16%, 25%, 35%) to evaluate how well the model learned those patters as an indicator of overall learning. Maybe train on the complete works of Shakespeare, since that’s all in the public domain and easy to get. Compare finetuning a GPT-2 to training one up from scratch.

SBIRs

  • More on resilience in the Conclusions section. Show two network diagrams. One is a star model where the AI is the central node, with a human-on-the-loop and weapons on each ray. The other is more complex, with AI operators and models as the central nodes, connecting to weapons. Will need to write some generator code for Gephi – done!
  • 9:15 standup
  • 11:00 Artemis meeting
  • 11:30 CSC touchpoint

Book

  • So far nothing back about the permissions log! Or Disney, for that matter

Phil 1.18.2023

Things are starting to look very real!

GPT Agents

  • See if I can get the OAuth version of the CSE working – turns out there isn’t one – it’s all V1. However, Google now charges for every custom search over $100/day. Can get expensive very quickly
  • 4:00 Meeting

SBIRs

  • 10:00 Meeting with Aaron and Rukan
  • Cancelled Quantico meeting
  • Had a long discussion with Rukan about how to work with FOM and trajectory information
  • Work on Resilience/Robustness section referencing this: the-many-faces-of-resilience. I want to better describe resilience and robustness using network terms and show how war elephants, when used properly, were part of a resilient network including nodes for the elephant, the mahout, and the soldiers.
  • Compute-Optimal LLMs: This tool helps you find the optimal LLM given your compute budget. Alternatively, you can also use it to find the optimal compute budget for a planned model. The tool is highly based on the work of Kaplan et. al (2020)Hoffman et. al (2022), and most recently with new results on varying modalities, Aghajanyan et. al (2023). I do not make any claims about the accuracy of these predictions, but merely provide a tool to try to easily calculate what these predictions actually mean for your model.

Phil 1.17.2023

SBIRs

  • 9:00 Demos – need to put together slides and close tasks
  • 11:00 2022 Year End Review
  • 2:00 MDA Meeting
  • 3:30 Sprint planning

GPT-Agents

  • I think I’m going to start on the NarrativeExplorer. Started framing out the app on GitHub. Here’s what I think it needs, plus a new schema
  • Load – Loads an existing experiment
  • Model Selection – Various models of the GPT-3 or a local model
  • Prompt – “Once upon a time there was.” or potentially much longer, paragraph-sized so lots of room. Also UTF-8 to handle other languages
  • Parameters – number of tokens, etc.
  • Run – sends the prompt to the GPT and gets the text response. A checkbox indicates if there should be automatic embedding
  • Clear embeddings
  • Get Embeddings
  • Extend – uses the existing prompt and response as a prompt
  • Cluster – happens on line boundaries. There should be an editable regex for that. Same sort of PCA/T-SNE as embedding explorer, which means there needs to be parameter tweaking. Clustering will have to be re-run multiple times, though I hope the embedding step is run once. To avoid the complexity of the interactive plotting, I think I’ll just label the clusters (https://stackoverflow.com/questions/44998205/labeling-points-in-matplotlib-scatterplot)
  • Query – 1) Run cluster queries on the DB. Select the cluster ID and the number of responses. 2) Get the number of responses per cluster
  • Save – stores the text on a sentence-by sentence bases with clustering info
  • Generate Graph – runs through each narrative in an experiment to produce a directed graph of nodes. The output is all the narratives threaded together. Used as an input to Gephi
  • Looks like I got site-specific searches in date ranges working using the Google CSE! It returns more than say, just tweets. It also gets users, lists, etc. It’s a cruder tool than a tailored api call, but it should be great for any number of applications 🙂
info: {'title': 'Google Custom Search - Feldman', 'totalResults': '3', 'searchTerms': 'Feldman', 'count': 3, 'startIndex': 1, 'inputEncoding': 'utf8', 'outputEncoding': 'utf8', 'safe': 'off', 'cx': '814dff357c3d046aa', 'sort': 'date:r:20140815:20140931', 'siteSearch': "'twitter.com'"}
result: {'kind': 'customsearch#result', 'title': 'Lee Feldman (@socialname) / Twitter', 'htmlTitle': 'Lee <b>Feldman</b> (@socialname) / Twitter', 'link': 'https://twitter.com/socialname', 'displayLink': 'twitter.com', 'snippet': 'The movie is a story about guns, the actors play with guns, the filmmakers film the actors playing with guns, people pay money to watch actors shoot each\xa0...', 'htmlSnippet': 'The movie is a story about guns, the actors play with guns, the filmmakers film the actors playing with guns, people pay money to watch actors shoot each&nbsp;...', 'cacheId': 'ikO6smL2LU8J', 'formattedUrl': 'https://twitter.com/socialname', 'htmlFormattedUrl': 'https://twitter.com/socialname', 'pagemap': {'cse_thumbnail': [{'src': 'https://encrypted-tbn1.gstatic.com/images?q=tbn:ANd9GcQf5Fy-jP0AucDWFoXHgEe-hdNYkWXZRaHMEtZeX8-1Cbpix4XyimvI', 'width': '48', 'height': '48'}], 'imageobject': [{'contenturl': 'https://pbs.twimg.com/media/Eq5vt8SW4AE2x6y.png', 'width': '526', 'caption': 'Image', 'thumbnailurl': 'https://pbs.twimg.com/media/Eq5vt8SW4AE2x6y?format=jpg&name=thumb'}, {'contenturl': 'https://pbs.twimg.com/media/EpIuQ5wXIAA7J9z.jpg', 'width': '2320', 'caption': 'Image', 'thumbnailurl': 'https://pbs.twimg.com/media/EpIuQ5wXIAA7J9z?format=jpg&name=thumb'}, {'contenturl': 'https://pbs.twimg.com/media/Ef-VpbUXsAQ5hu4.jpg', 'width': '640', 'caption': 'Image', 'thumbnailurl': 'https://pbs.twimg.com/media/Ef-VpbUXsAQ5hu4?format=jpg&name=thumb'}, {'contenturl': 'https://pbs.twimg.com/media/EdxhcAKWsAIOpbn.jpg', 'width': '1435', 'caption': 'Image', 'thumbnailurl': 'https://pbs.twimg.com/media/EdxhcAKWsAIOpbn?format=jpg&name=thumb'}], 'person': [{'identifier': '17959954', 'givenname': 'Lee Feldman', 'additionalname': 'socialname'}, {'identifier': '17959954', 'givenname': 'Lee Feldman', 'additionalname': 'socialname'}, {'identifier': '17959954', 'givenname': 'Lee Feldman', 'additionalname': 'socialname'}, {'identifier': '17959954', 'givenname': 'Lee Feldman', 'additionalname': 'socialname'}, {'identifier': '17959954', 'givenname': 'Lee Feldman', 'additionalname': 'socialname'}, {'identifier': '17959954', 'givenname': 'Lee Feldman', 'additionalname': 'socialname'}, {'identifier': '17959954', 'givenname': 'Lee Feldman', 'additionalname': 'socialname'}, {'identifier': '17959954', 'givenname': 'Lee Feldman', 'additionalname': 'socialname'}, {'identifier': '17959954', 'givenname': 'Lee Feldman', 'additionalname': 'socialname'}, {'identifier': '17959954', 'givenname': 'Lee Feldman', 'additionalname': 'socialname'}, {'identifier': '472264728', 'givenname': 'Rockwood Music Hall', 'additionalname': 'RockwoodNYC'}, {'identifier': '17959954', 'givenname': 'Lee Feldman', 'additionalname': 'socialname'}, {'identifier': '472264728', 'givenname': 'Rockwood Music Hall', 'additionalname': 'RockwoodNYC'}, {'identifier': '17959954', 'givenname': 'Lee Feldman', 'additionalname': 'socialname'}, {'identifier': '17959954', 'givenname': 'Lee Feldman', 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Hello to you all . .', 'position': '2', 'datecreated': '2022-03-03T14:03:23.000Z', 'datepublished': '2022-03-03T14:03:23.000Z', 'url': 'https://twitter.com/socialname/status/1499384946405916677'}, {'identifier': '1484668397723992067', 'commentcount': '0', 'articlebody': '"Anybody have a tampon?" #patter #awkward #periods #leefeldman', 'position': '3', 'datecreated': '2022-01-21T23:25:04.000Z', 'datepublished': '2022-01-21T23:25:04.000Z', 'url': 'https://twitter.com/socialname/status/1484668397723992067'}, {'identifier': '1484668131805122565', 'commentcount': '1', 'articlebody': 'This next song is from my opera "Con Ed, Thank You for Your Years of Service." #conedison #opera #patter #leefeldman #awkward', 'position': '4', 'datecreated': '2022-01-21T23:24:01.000Z', 'datepublished': '2022-01-21T23:24:01.000Z', 'url': 'https://twitter.com/socialname/status/1484668131805122565'}, {'identifier': '1484667880826445825', 'commentcount': '0', 'articlebody': '"My family is on a new diet . . only venison." "Oh, dear." #patter #leefeldman #venison #diet #awkward', 'position': '5', 'datecreated': '2022-01-21T23:23:01.000Z', 'datepublished': '2022-01-21T23:23:01.000Z', 'url': 'https://twitter.com/socialname/status/1484667880826445825'}, {'identifier': '1484667602928644096', 'commentcount': '1', 'articlebody': '"How\'s everybody doing . . . financially?" #patter #leefeldman #Finance #awkward', 'position': '6', 'datecreated': '2022-01-21T23:21:54.000Z', 'datepublished': '2022-01-21T23:21:54.000Z', 'url': 'https://twitter.com/socialname/status/1484667602928644096'}, {'identifier': '1484667380529778689', 'commentcount': '0', 'articlebody': 'This next song is from my ballet "People Have Problems." #patter #awkward #leefeldman #ballet', 'position': '7', 'datecreated': '2022-01-21T23:21:01.000Z', 'datepublished': '2022-01-21T23:21:01.000Z', 'url': 'https://twitter.com/socialname/status/1484667380529778689'}, {'identifier': '1453643457034076161', 'commentcount': '0', 'articlebody': 'The movie is a story about guns, the actors play with guns, the filmmakers film the actors playing with guns, people pay money to watch actors shoot each other with guns while Americans kill...', 'position': '8', 'datecreated': '2021-10-28T08:43:02.000Z', 'datepublished': '2021-10-28T08:43:02.000Z', 'url': 'https://twitter.com/socialname/status/1453643457034076161'}, {'identifier': '1445932140831690754', 'commentcount': '0', 'position': '9', 'datecreated': '2021-10-07T02:01:01.000Z', 'datepublished': '2021-10-07T02:01:01.000Z', 'url': 'https://twitter.com/socialname/status/1445932140831690754'}, {'identifier': '1443924931893415940', 'position': '10', 'datecreated': '2021-10-01T13:05:05.000Z', 'datepublished': '2021-10-01T13:05:05.000Z'}, {'identifier': '1443313381570719750', 'commentcount': '0', 'articlebody': 'Saturday w/ @socialname! . https://youtube.com/watch?v=Yr-DOwjs5Iw&ab_channel=LeeFeldman…', 'datecreated': '2021-09-29T20:35:00.000Z', 'isbasedon': 'https://twitter.com/RockwoodNYC/status/1441066576594317313', 'datepublished': '2021-09-29T20:35:00.000Z', 'url': 'https://twitter.com/RockwoodNYC/status/1443313381570719750'}, {'identifier': '1442188873438793732', 'position': '11', 'datecreated': '2021-09-26T18:06:36.000Z', 'datepublished': '2021-09-26T18:06:36.000Z'}, {'identifier': '1441066576594317313', 'commentcount': '0', 'articlebody': '#NewShow ⭐️ Lee Feldman (@socialname) 🎤 Stage (3) October 2, 2021 | 7PM TICKETS: https://seetickets.us/LeeFeldmanOct0221…', 'datecreated': '2021-09-23T15:47:00.000Z', 'datepublished': '2021-09-23T15:47:00.000Z', 'url': 'https://twitter.com/RockwoodNYC/status/1441066576594317313'}, {'identifier': '1436460302728667143', 'commentcount': '0', 'articlebody': 'LEE FELDMAN / Save the Date! - https://mailchi.mp/b0d83d5bf644/edge-keep-me-around-vinyl-release-website-8035173…', 'position': '12', 'datecreated': '2021-09-10T22:43:18.000Z', 'datepublished': '2021-09-10T22:43:18.000Z', 'url': 'https://twitter.com/socialname/status/1436460302728667143'}, {'identifier': '1424076841808277514', 'commentcount': '0', 'articlebody': 'Other people call themselves a singer-songwriter, but I prefer the term “dentist.” http://leefeldman.com', 'position': '13', 'datecreated': '2021-08-07T18:35:51.000Z', 'datepublished': '2021-08-07T18:35:51.000Z', 'url': 'https://twitter.com/socialname/status/1424076841808277514'}, {'identifier': '1410132480489922560', 'commentcount': '2', 'articlebody': '"Happy teeth, happy wallet . . "', 'position': '14', 'datecreated': '2021-06-30T07:05:57.000Z', 'datepublished': '2021-06-30T07:05:57.000Z', 'url': 'https://twitter.com/socialname/status/1410132480489922560'}, {'identifier': '1408177757876543494', 'commentcount': '1', 'articlebody': 'My attorney asked me why I would record a song that uses my social security number as part of the lyrics, so I used his instead. Now he won’t return my calls . .', 'position': '15', 'datecreated': '2021-06-24T21:38:34.000Z', 'datepublished': '2021-06-24T21:38:34.000Z', 'url': 'https://twitter.com/socialname/status/1408177757876543494'}, {'identifier': '1401631392115609600', 'commentcount': '0', 'articlebody': 'My childhood friend Josh Feldstein\'s mother, Ellie, once said "Josh, if you can get through life, you can get through anything."', 'position': '16', 'datecreated': '2021-06-06T20:05:39.000Z', 'datepublished': '2021-06-06T20:05:39.000Z', 'url': 'https://twitter.com/socialname/status/1401631392115609600'}, {'identifier': '1399479911740579845', 'commentcount': '0', 'articlebody': 'It Was a Terrible Thing https://fb.watch/5R45XZdK79/ via @FacebookWatch', 'position': '17', 'datecreated': '2021-05-31T21:36:26.000Z', 'datepublished': '2021-05-31T21:36:26.000Z', 'url': 'https://twitter.com/socialname/status/1399479911740579845'}, {'identifier': '1396943555785072640', 'commentcount': '0', 'articlebody': 'Fuck antisemitism #fuckantisemitism', 'position': '18', 'datecreated': '2021-05-24T21:37:52.000Z', 'datepublished': '2021-05-24T21:37:52.000Z', 'url': 'https://twitter.com/socialname/status/1396943555785072640'}, {'identifier': '1396808849596760066', 'commentcount': '0', 'articlebody': 'Happy 80th birthday, Bob Dylan . . . now stop making me think about you! #bobdylan80', 'position': '19', 'datecreated': '2021-05-24T12:42:35.000Z', 'datepublished': '2021-05-24T12:42:35.000Z', 'url': 'https://twitter.com/socialname/status/1396808849596760066'}, {'identifier': '1396275518413099011', 'commentcount': '0', 'articlebody': '"\'Cause if I fly I\'ll surely die, and I want to stay around . . " https://leefeldman.bandcamp.com/track/reluctant-cicada… @MargaretRenkl @eleanorlutz @jesusjiminez @scottdodd', 'position': '20', 'datecreated': '2021-05-23T01:23:19.000Z', 'datepublished': '2021-05-23T01:23:19.000Z', 'url': 'https://twitter.com/socialname/status/1396275518413099011'}, {'identifier': '1396267736288858114', 'commentcount': '0', 'articlebody': 'The cicadas are reluctant! https://leefeldman.bandcamp.com/track/reluctant-cicada… #relucantcicada @cjgiaimo #CicadaWatch2021 #cicadas2021 #CicadaBroodX #cicadapocalypse', 'position': '21', 'datecreated': '2021-05-23T00:52:24.000Z', 'datepublished': '2021-05-23T00:52:24.000Z', 'url': 'https://twitter.com/socialname/status/1396267736288858114'}, {'identifier': '1393954195909267457', 'commentcount': '0', 'articlebody': 'Working on slightly altered jazz standards. Today, “All the Things You Ate” . .', 'position': '22', 'datecreated': '2021-05-16T15:39:13.000Z', 'datepublished': '2021-05-16T15:39:13.000Z', 'url': 'https://twitter.com/socialname/status/1393954195909267457'}, {'identifier': '1382968363803148291', 'commentcount': '0', 'articlebody': 'I guess you could say I\'m a singer/songwriter, but I really prefer the term "dentist" . . . http://leefeldman.com', 'position': '23', 'datecreated': '2021-04-16T08:05:26.000Z', 'datepublished': '2021-04-16T08:05:26.000Z', 'url': 'https://twitter.com/socialname/status/1382968363803148291'}, {'identifier': '1382506160520101889', 'commentcount': '1', 'position': '24', 'datecreated': '2021-04-15T01:28:49.000Z', 'datepublished': '2021-04-15T01:28:49.000Z', 'url': 'https://twitter.com/socialname/status/1382506160520101889'}, {'identifier': '1375568476673351683', 'commentcount': '0', 'articlebody': 'Look what I found! STARBOY Eye (one look from my eye is the maximum . . ) collectible https://rarible.com/token/0xd07dc4262bcdbf85190c01c996b4c06a461d2430:385771:0x92a6406bdd9802b28749aeab93ca742a1...', 'position': '25', 'datecreated': '2021-03-26T22:00:56.000Z', 'datepublished': '2021-03-26T22:00:56.000Z', 'url': 'https://twitter.com/socialname/status/1375568476673351683'}, {'identifier': '1346136240664563713', 'commentcount': '2', 'articlebody': 'Which part of "Meow" don\'t you understand?', 'position': '26', 'datecreated': '2021-01-04T16:47:44.000Z', 'datepublished': '2021-01-04T16:47:44.000Z', 'url': 'https://twitter.com/socialname/status/1346136240664563713'}, {'identifier': '1338183208094097411', 'commentcount': '1', 'articlebody': 'Door-hanging for the DSA in Riverdale! @JefferyDinowitz #taxtherich #dsausa', 'position': '27', 'datecreated': '2020-12-13T18:05:13.000Z', 'datepublished': '2020-12-13T18:05:13.000Z', 'url': 'https://twitter.com/socialname/status/1338183208094097411'}, {'identifier': '1325837162844205056', 'commentcount': '2', 'articlebody': 'The Feldman (November, 2020) - https://mailchi.mp/c5ba89a524b1/the-feldman-november-2020…', 'position': '28', 'datecreated': '2020-11-09T16:26:27.000Z', 'datepublished': '2020-11-09T16:26:27.000Z', 'url': 'https://twitter.com/socialname/status/1325837162844205056'}, {'identifier': '1312178361049903104', 'commentcount': '0', 'articlebody': 'MANTIC Trio (Lee Feldman, Rob Price, Chris Moore) "Gangly" https://youtu.be/yuZHxn7WY7k via @YouTube', 'position': '29', 'datecreated': '2020-10-02T23:51:15.000Z', 'datepublished': '2020-10-02T23:51:15.000Z', 'url': 'https://twitter.com/socialname/status/1312178361049903104'}, {'identifier': '1311129736467415042', 'commentcount': '1', 'articlebody': 'Watch “Edge, The Story” on #Vimeo', 'position': '30', 'datecreated': '2020-09-30T02:24:23.000Z', 'datepublished': '2020-09-30T02:24:23.000Z', 'url': 'https://twitter.com/socialname/status/1311129736467415042'}, {'identifier': '1307845832012685318', 'commentcount': '0', 'articlebody': 'MANTIC Trio ad https://youtu.be/3htEbnEX0vQ via @YouTube', 'position': '31', 'datecreated': '2020-09-21T00:55:19.000Z', 'datepublished': '2020-09-21T00:55:19.000Z', 'url': 'https://twitter.com/socialname/status/1307845832012685318'}, {'identifier': '1306213933922086913', 'commentcount': '0', 'position': '32', 'datecreated': '2020-09-16T12:50:44.000Z', 'datepublished': '2020-09-16T12:50:44.000Z', 'url': 'https://twitter.com/socialname/status/1306213933922086913'}, {'identifier': '1299528850800627714', 'commentcount': '0', 'articlebody': "That's the way the world used to work . . .", 'position': '33', 'datecreated': '2020-08-29T02:06:36.000Z', 'datepublished': '2020-08-29T02:06:36.000Z', 'url': 'https://twitter.com/socialname/status/1299528850800627714'}, {'identifier': '1298023868347617285', 'commentcount': '1', 'articlebody': 'Dude. This is like Flipper meets Butthole Surfers meets Eno meets Psychic TV meets bizarre jazz shit I have no idea who. This is new breakthrough shit. Melodic, ambient dissonance. Discord...', 'position': '34', 'datecreated': '2020-08-24T22:26:20.000Z', 'datepublished': '2020-08-24T22:26:20.000Z', 'url': 'https://twitter.com/socialname/status/1298023868347617285'}, {'identifier': '1296919767400550401', 'commentcount': '0', 'articlebody': 'Mantic Trio https://open.spotify.com/artist/0tiRfdKuqyUrmniSosfYii?si=il9CTc9zSeCFpO3jTmkbzA… #NowPlaying', 'position': '35', 'datecreated': '2020-08-21T21:19:02.000Z', 'datepublished': '2020-08-21T21:19:02.000Z', 'url': 'https://twitter.com/socialname/status/1296919767400550401'}, {'identifier': '1287011341425942528', 'commentcount': '0', 'articlebody': 'Mantic Trio coming out next month, with Chris Moore, drums and Rob Price, guitar #experimentalmusic #improvisedmusic, #noiserock', 'position': '36', 'datecreated': '2020-07-25T13:06:29.000Z', 'datepublished': '2020-07-25T13:06:29.000Z', 'url': 'https://twitter.com/socialname/status/1287011341425942528'}, {'identifier': '1284272610768027649', 'commentcount': '0', 'articlebody': 'Fascism is here (Portland). National strike, anyone?', 'position': '37', 'datecreated': '2020-07-17T23:43:45.000Z', 'datepublished': '2020-07-17T23:43:45.000Z', 'url': 'https://twitter.com/socialname/status/1284272610768027649'}, {'identifier': '1283524349983588353', 'commentcount': '0', 'position': '38', 'datecreated': '2020-07-15T22:10:26.000Z', 'datepublished': '2020-07-15T22:10:26.000Z', 'url': 'https://twitter.com/socialname/status/1283524349983588353'}, {'identifier': '1281770776199335937', 'commentcount': '0', 'articlebody': '“What should one do with one’s life? More money is not the answer — it only postpones answering the question.” Giorgos Kallis (Degrowth)', 'position': '39', 'datecreated': '2020-07-11T02:02:21.000Z', 'datepublished': '2020-07-11T02:02:21.000Z', 'url': 'https://twitter.com/socialname/status/1281770776199335937'}, {'identifier': '1280658620934492160', 'commentcount': '0', 'articlebody': '"Life isn\'t everything." - Mike Nichols', 'position': '40', 'datecreated': '2020-07-08T00:23:03.000Z', 'datepublished': '2020-07-08T00:23:03.000Z', 'url': 'https://twitter.com/socialname/status/1280658620934492160'}]}}
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{'name': 'Expanded Tweet URLs', 'url': 'https://t.co/v9zl8locMP'}, {'name': 'Expanded Tweet URLs', 'url': 'https://t.co/D2xF6aapRM'}, {'name': 'Expanded Tweet URLs', 'url': 'https://t.co/BpatQ4JUTM'}, {'name': 'Expanded Tweet URLs', 'url': 'https://t.co/qlmLdZgrQs'}, {'name': 'Expanded Tweet URLs', 'url': 'https://t.co/Y67DX6YgPA'}, {'name': 'Expanded Tweet URLs', 'url': 'https://t.co/xhfEGrmsRd'}, {'name': 'Expanded Tweet URLs', 'url': 'https://t.co/Za5wbA2pPR'}, {'name': 'Expanded Tweet URLs', 'url': 'https://t.co/D59NN9wwiJ'}, {'name': 'Expanded Tweet URLs', 'url': 'https://t.co/u79Sk7X2jS'}, {'name': 'Expanded Tweet URLs', 'url': 'https://t.co/0IeyvN4ecG'}, {'name': 'Expanded Tweet URLs', 'url': 'https://t.co/5z16doKyR6'}, {'name': 'Expanded Tweet URLs', 'url': 'https://t.co/MZOnA5OLm4'}, {'name': 'Expanded Tweet URLs', 'url': 'https://t.co/LB9CdocceB'}, {'name': 'Expanded Tweet URLs', 'url': 'https://t.co/ayU3wzJtq7'}, {'name': 'Expanded Tweet URLs', 'url': 'https://t.co/U2l36tWvni'}, {'name': 'Expanded Tweet URLs', 'url': 'https://t.co/WsaesTSNAo'}, {'name': 'Expanded Tweet URLs', 'url': 'https://t.co/OyYE6heftB'}, {'name': 'Expanded Tweet URLs', 'url': 'https://t.co/AbFOtbmaGK'}], 'cse_image': [{'src': 'https://pbs.twimg.com/profile_images/666365065168195584/WObuGYmv_normal.jpg'}], 'socialmediaposting': [{'identifier': '756637444380897280', 'commentcount': '1', 'articlebody': 'The year was 1975… http://theofficialmartyfeldman.com/main/news/the-year-was-1975/…', 'position': '1', 'datecreated': '2016-07-22T23:49:59.000Z', 'datepublished': '2016-07-22T23:49:59.000Z', 'url': 'https://twitter.com/eyemartyfeldman/status/756637444380897280'}, {'identifier': '749800704089333761', 'commentcount': '0', 'articlebody': 'Absolutely Fabulous http://theofficialmartyfeldman.com/main/news/860/', 'position': '2', 'datecreated': '2016-07-04T03:03:13.000Z', 'datepublished': '2016-07-04T03:03:13.000Z', 'url': 'https://twitter.com/eyemartyfeldman/status/749800704089333761'}, {'identifier': '743590595701047296', 'commentcount': '0', 'articlebody': 'Yellowbeard Set http://theofficialmartyfeldman.com/main/news/yellowbeard-set/…', 'position': '3', 'datecreated': '2016-06-16T23:46:27.000Z', 'datepublished': '2016-06-16T23:46:27.000Z', 'url': 'https://twitter.com/eyemartyfeldman/status/743590595701047296'}, {'identifier': '738885644965945344', 'commentcount': '0', 'articlebody': 'Resurrected http://theofficialmartyfeldman.com/main/news/resurrected/…', 'position': '4', 'datecreated': '2016-06-04T00:10:40.000Z', 'datepublished': '2016-06-04T00:10:40.000Z', 'url': 'https://twitter.com/eyemartyfeldman/status/738885644965945344'}, {'identifier': '737727371571253248', 'commentcount': '0', 'articlebody': 'I just uploaded "It\'s Marty Resurrected part 1" to @Vimeo:', 'position': '5', 'datecreated': '2016-05-31T19:28:06.000Z', 'datepublished': '2016-05-31T19:28:06.000Z', 'url': 'https://twitter.com/eyemartyfeldman/status/737727371571253248'}, {'identifier': '736331627324792832', 'commentcount': '0', 'articlebody': 'Marty Doc http://theofficialmartyfeldman.com/main/news/marty-doc/…', 'position': '6', 'datecreated': '2016-05-27T23:01:54.000Z', 'datepublished': '2016-05-27T23:01:54.000Z', 'url': 'https://twitter.com/eyemartyfeldman/status/736331627324792832'}, {'identifier': '733779010593935362', 'commentcount': '1', 'articlebody': 'Flippin’ http://theofficialmartyfeldman.com/main/news/flippin/…', 'position': '7', 'datecreated': '2016-05-20T21:58:43.000Z', 'datepublished': '2016-05-20T21:58:43.000Z', 'url': 'https://twitter.com/eyemartyfeldman/status/733779010593935362'}, {'identifier': '731584781125746688', 'commentcount': '0', 'articlebody': 'Too Old to Die Young http://theofficialmartyfeldman.com/main/news/too-old-to-die-young/…', 'position': '8', 'datecreated': '2016-05-14T20:39:38.000Z', 'datepublished': '2016-05-14T20:39:38.000Z', 'url': 'https://twitter.com/eyemartyfeldman/status/731584781125746688'}, {'identifier': '728494767227609089', 'commentcount': '0', 'articlebody': 'One Pair of eYEs http://theofficialmartyfeldman.com/main/news/one-pair-of-eyes/…', 'position': '9', 'datecreated': '2016-05-06T08:01:01.000Z', 'datepublished': '2016-05-06T08:01:01.000Z', 'url': 'https://twitter.com/eyemartyfeldman/status/728494767227609089'}, {'identifier': '726159558733778944', 'commentcount': '0', 'articlebody': 'Marty’s Big Night Out! http://theofficialmartyfeldman.com/main/news/martys-big-night-out/…', 'position': '10', 'datecreated': '2016-04-29T21:21:44.000Z', 'datepublished': '2016-04-29T21:21:44.000Z', 'url': 'https://twitter.com/eyemartyfeldman/status/726159558733778944'}, {'identifier': '723561867226931201', 'commentcount': '0', 'articlebody': 'DeluxE http://theofficialmartyfeldman.com/main/news/deluxe/…', 'position': '11', 'datecreated': '2016-04-22T17:19:26.000Z', 'datepublished': '2016-04-22T17:19:26.000Z', 'url': 'https://twitter.com/eyemartyfeldman/status/723561867226931201'}, {'identifier': '721081866158080000', 'commentcount': '0', 'articlebody': 'Eric on Marty http://theofficialmartyfeldman.com/main/news/eric-on-marty/…', 'position': '12', 'datecreated': '2016-04-15T21:04:48.000Z', 'datepublished': '2016-04-15T21:04:48.000Z', 'url': 'https://twitter.com/eyemartyfeldman/status/721081866158080000'}, {'identifier': '718584000307015680', 'commentcount': '0', 'articlebody': 'Martin and Feldman http://theofficialmartyfeldman.com/main/news/martin-and-feldman/…', 'position': '13', 'datecreated': '2016-04-08T23:39:10.000Z', 'datepublished': '2016-04-08T23:39:10.000Z', 'url': 'https://twitter.com/eyemartyfeldman/status/718584000307015680'}, {'identifier': '716012001634291712', 'commentcount': '0', 'articlebody': 'London 1970 http://theofficialmartyfeldman.com/main/news/london-1970/…', 'position': '14', 'datecreated': '2016-04-01T21:18:58.000Z', 'datepublished': '2016-04-01T21:18:58.000Z', 'url': 'https://twitter.com/eyemartyfeldman/status/716012001634291712'}, {'identifier': '713875334370697216', 'commentcount': '0', 'articlebody': 'Sex with a Smile http://theofficialmartyfeldman.com/main/news/sex-with-a-smile/…', 'position': '15', 'datecreated': '2016-03-26T23:48:37.000Z', 'datepublished': '2016-03-26T23:48:37.000Z', 'url': 'https://twitter.com/eyemartyfeldman/status/713875334370697216'}, {'identifier': '710945594424975360', 'commentcount': '0', 'articlebody': 'Friday’s with Marty http://theofficialmartyfeldman.com/main/news/fridays-with-marty/…', 'position': '16', 'datecreated': '2016-03-18T21:46:53.000Z', 'datepublished': '2016-03-18T21:46:53.000Z', 'url': 'https://twitter.com/eyemartyfeldman/status/710945594424975360'}, {'identifier': '708426539038146560', 'commentcount': '0', 'articlebody': 'Lauretta http://theofficialmartyfeldman.com/main/news/lauretta/…', 'position': '17', 'datecreated': '2016-03-11T22:57:03.000Z', 'datepublished': '2016-03-11T22:57:03.000Z', 'url': 'https://twitter.com/eyemartyfeldman/status/708426539038146560'}, {'identifier': '705902375811166209', 'commentcount': '0', 'articlebody': 'Marty TV Shows http://theofficialmartyfeldman.com/main/news/marty-tv-shows/…', 'position': '18', 'datecreated': '2016-03-04T23:46:56.000Z', 'datepublished': '2016-03-04T23:46:56.000Z', 'url': 'https://twitter.com/eyemartyfeldman/status/705902375811166209'}, {'identifier': '703305633735450625', 'commentcount': '1', 'articlebody': 'Marty Documentary http://theofficialmartyfeldman.com/main/news/marty-documentary/…', 'position': '19', 'datecreated': '2016-02-26T19:48:24.000Z', 'datepublished': '2016-02-26T19:48:24.000Z', 'url': 'https://twitter.com/eyemartyfeldman/status/703305633735450625'}, {'identifier': '700840082476027905', 'commentcount': '1', 'articlebody': 'I just uploaded "A Speight of Marty Back Together Again part 3" to @Vimeo:', 'position': '20', 'datecreated': '2016-02-20T00:31:11.000Z', 'datepublished': '2016-02-20T00:31:11.000Z', 'url': 'https://twitter.com/eyemartyfeldman/status/700840082476027905'}, {'identifier': '700840080555032577', 'commentcount': '1', 'articlebody': 'I just uploaded "A Speight of Marty Back Together Again part 1" to @Vimeo:', 'position': '21', 'datecreated': '2016-02-20T00:31:10.000Z', 'datepublished': '2016-02-20T00:31:10.000Z', 'url': 'https://twitter.com/eyemartyfeldman/status/700840080555032577'}, {'identifier': '700839770944106496', 'commentcount': '0', 'articlebody': 'I just uploaded "Marty Amok part 2" to @Vimeo:', 'position': '22', 'datecreated': '2016-02-20T00:29:57.000Z', 'datepublished': '2016-02-20T00:29:57.000Z', 'url': 'https://twitter.com/eyemartyfeldman/status/700839770944106496'}, {'identifier': '700839766930169856', 'commentcount': '0', 'articlebody': 'I just uploaded "Marty Amok part 4" to @Vimeo:', 'position': '23', 'datecreated': '2016-02-20T00:29:56.000Z', 'datepublished': '2016-02-20T00:29:56.000Z', 'url': 'https://twitter.com/eyemartyfeldman/status/700839766930169856'}, {'identifier': '700839753160269824', 'commentcount': '0', 'articlebody': 'I just uploaded "Marty Amok part 3" to @Vimeo:', 'position': '24', 'datecreated': '2016-02-20T00:29:52.000Z', 'datepublished': '2016-02-20T00:29:52.000Z', 'url': 'https://twitter.com/eyemartyfeldman/status/700839753160269824'}, {'identifier': '700839643957301248', 'commentcount': '0', 'articlebody': 'I just uploaded "Marty Amok part 1" to @Vimeo:', 'position': '25', 'datecreated': '2016-02-20T00:29:26.000Z', 'datepublished': '2016-02-20T00:29:26.000Z', 'url': 'https://twitter.com/eyemartyfeldman/status/700839643957301248'}, {'identifier': '700823289241817088', 'commentcount': '0', 'articlebody': 'eyE Muppeteer! http://theofficialmartyfeldman.com/main/news/eye-muppeteer/…', 'position': '26', 'datecreated': '2016-02-19T23:24:27.000Z', 'datepublished': '2016-02-19T23:24:27.000Z', 'url': 'https://twitter.com/eyemartyfeldman/status/700823289241817088'}, {'identifier': '698284766257262592', 'commentcount': '0', 'articlebody': 'The Bed Sitting Room http://theofficialmartyfeldman.com/main/news/the-bed-sitting-room/…', 'position': '27', 'datecreated': '2016-02-12T23:17:16.000Z', 'datepublished': '2016-02-12T23:17:16.000Z', 'url': 'https://twitter.com/eyemartyfeldman/status/698284766257262592'}, {'identifier': '695713561524379648', 'commentcount': '0', 'articlebody': 'Marty and the Cartoonist http://theofficialmartyfeldman.com/main/news/marty-and-the-cartoonist/…', 'position': '28', 'datecreated': '2016-02-05T21:00:13.000Z', 'datepublished': '2016-02-05T21:00:13.000Z', 'url': 'https://twitter.com/eyemartyfeldman/status/695713561524379648'}, {'identifier': '693184533512892416', 'position': '29', 'datecreated': '2016-01-29T21:30:46.000Z', 'datepublished': '2016-01-29T21:30:46.000Z'}, {'identifier': '691608740605337600', 'commentcount': '0', 'articlebody': "Was asked if I'm a Marty Feldman fan - one of my favourite sketches https://youtu.be/_epStsDeIdc via @YouTube", 'datecreated': '2016-01-25T13:09:07.000Z', 'datepublished': '2016-01-25T13:09:07.000Z', 'url': 'https://twitter.com/jamiesont/status/691608740605337600'}, {'identifier': '693178221026631681', 'commentcount': '1', 'articlebody': '‘Four, left, I mean right, FUCK!’ http://theofficialmartyfeldman.com/main/news/four-left-i-mean-right-fuck/…', 'position': '30', 'datecreated': '2016-01-29T21:05:41.000Z', 'datepublished': '2016-01-29T21:05:41.000Z', 'url': 'https://twitter.com/eyemartyfeldman/status/693178221026631681'}, {'identifier': '691377515164602369', 'commentcount': '1', 'articlebody': 'Hilarious outtakes with Madeline Kahn and Marty Feldman in "Young Frankenstein" (1974)', 'position': '31', 'datecreated': '2016-01-24T21:50:19.000Z', 'datepublished': '2016-01-24T21:50:19.000Z', 'url': 'https://twitter.com/eyemartyfeldman/status/691377515164602369'}, {'identifier': '691376941421580289', 'commentcount': '0', 'articlebody': 'Young Frankenstein: Working with Marty Feldman http://flip.it/p8irA @MelBrooks', 'position': '32', 'datecreated': '2016-01-24T21:48:02.000Z', 'datepublished': '2016-01-24T21:48:02.000Z', 'url': 'https://twitter.com/eyemartyfeldman/status/691376941421580289'}, {'identifier': '691376056398274560', 'commentcount': '0', 'articlebody': 'RT: @bnokj', 'position': '33', 'datecreated': '2016-01-24T21:44:31.000Z', 'datepublished': '2016-01-24T21:44:31.000Z', 'url': 'https://twitter.com/eyemartyfeldman/status/691376056398274560'}, {'identifier': '691375633289474048', 'commentcount': '3', 'position': '34', 'datecreated': '2016-01-24T21:42:50.000Z', 'datepublished': '2016-01-24T21:42:50.000Z', 'url': 'https://twitter.com/eyemartyfeldman/status/691375633289474048'}, {'identifier': '691375338203418624', 'commentcount': '0', 'articlebody': 'RT @peterhayes123: Marty Feldman: much missed.', 'position': '35', 'datecreated': '2016-01-24T21:41:40.000Z', 'datepublished': '2016-01-24T21:41:40.000Z', 'url': 'https://twitter.com/eyemartyfeldman/status/691375338203418624'}, {'identifier': '691373918850945024', 'commentcount': '0', 'articlebody': 'RT @bnokj: This Marty Feldman poem was too good not to share. Really enjoying his autobiography. A sweet, funny man.', 'position': '36', 'datecreated': '2016-01-24T21:36:02.000Z', 'datepublished': '2016-01-24T21:36:02.000Z', 'url': 'https://twitter.com/eyemartyfeldman/status/691373918850945024'}, {'identifier': '690974706132983809', 'commentcount': '0', 'articlebody': 'Marty Meets Tom http://theofficialmartyfeldman.com/main/news/marty-meets-tom/…', 'position': '37', 'datecreated': '2016-01-23T19:09:42.000Z', 'datepublished': '2016-01-23T19:09:42.000Z', 'url': 'https://twitter.com/eyemartyfeldman/status/690974706132983809'}, {'identifier': '690694860903469057', 'commentcount': '0', 'articlebody': 'I just uploaded "Marty Feldman - Vatican Rag - Tom Lehrer" to @Vimeo:', 'position': '38', 'datecreated': '2016-01-23T00:37:41.000Z', 'datepublished': '2016-01-23T00:37:41.000Z', 'url': 'https://twitter.com/eyemartyfeldman/status/690694860903469057'}, {'identifier': '690694855853522944', 'commentcount': '0', 'articlebody': 'I just uploaded "A Speight of Marty Back Together Again part 1" to @Vimeo:', 'position': '39', 'datecreated': '2016-01-23T00:37:40.000Z', 'datepublished': '2016-01-23T00:37:40.000Z', 'url': 'https://twitter.com/eyemartyfeldman/status/690694855853522944'}, {'identifier': '690694607471038464', 'commentcount': '3', 'articlebody': 'I just uploaded "Marty Feldman - National Brotherhood Week - Tom Lehrer" to @Vimeo:', 'position': '40', 'datecreated': '2016-01-23T00:36:41.000Z', 'datepublished': '2016-01-23T00:36:41.000Z', 'url': 'https://twitter.com/eyemartyfeldman/status/690694607471038464'}]}}

Phil 1.16.2023

Lost Robert, my cousin. Trying to figure out what happened.

ChatGPT is not all you need. A State of the Art Review of large Generative AI models

  • During the last two years there has been a plethora of large generative models such as ChatGPT or Stable Diffusion that have been published. Concretely, these models are able to perform tasks such as being a general question and answering system or automatically creating artistic images that are revolutionizing several sectors. Consequently, the implications that these generative models have in the industry and society are enormous, as several job positions may be transformed. For example, Generative AI is capable of transforming effectively and creatively texts to images, like the DALLE-2 model; text to 3D images, like the Dreamfusion model; images to text, like the Flamingo model; texts to video, like the Phenaki model; texts to audio, like the AudioLM model; texts to other texts, like ChatGPT; texts to code, like the Codex model; texts to scientific texts, like the Galactica model or even create algorithms like AlphaTensor. This work consists on an attempt to describe in a concise way the main models are sectors that are affected by generative AI and to provide a taxonomy of the main generative models published recently.

Book

  • Send in copyright and chapter spreadsheets – done

GPT Agents

  • Update PyPi since no changes for a while – done! This was very handy. Glad I left it for myself

Phil 1.15.2023

Tracr: Compiled Transformers as a Laboratory for Interpretability

  • Interpretability research aims to build tools for understanding machine learning (ML) models. However, such tools are inherently hard to evaluate because we do not have ground truth information about how ML models actually work. In this work, we propose to build transformer models manually as a testbed for interpretability research. We introduce Tracr, a “compiler” for translating human-readable programs into weights of a transformer model. Tracr takes code written in RASP, a domain-specific language (Weiss et al. 2021), and translates it into weights for a standard, decoder-only, GPT-like transformer architecture. We use Tracr to create a range of ground truth transformers that implement programs including computing token frequencies, sorting, and Dyck-n parenthesis checking, among others. To enable the broader research community to explore and use compiled models, we provide an open-source implementation of Tracr at this https URL.