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1000 results for “Benja”
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DSPy turns LM pipelines into typed-module graphs and compiles them end-to-end against a single metric, bootstrapping its own few-shot demonstrations.
The programming-model layer is the real contribution, not any specific teleprompter. Once pipelines are typed graphs, pipeline-level search (MASS, MIPRO) becomes possible in a way it wasn't with string-template prompts.
https://benjaminhan.net/posts/20260430-dspy/?utm_source=mastodon&utm_medium=social
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EvoPrompt runs an evolutionary search over a population of prompts, with an LLM implementing crossover and mutation. Differential Evolution beats Genetic Algorithm on most BIG-Bench Hard tasks.
One of the cleanest early examples of an LLM as *operator* in an optimization loop, not as the thing being optimized. That pattern then shows up across prompt-and-agent design: DSPy teleprompters, MASS, MetaSPO.
https://benjaminhan.net/posts/20260430-evoprompt/?utm_source=mastodon&utm_medium=social
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SelfReflect measures whether an LLM's text summary of its uncertainty matches its actual answer distribution. Across 20 modern models: it doesn't, unless the model sees samples of its own answers first.
The negative result does more work than the metric itself. Fits a growing line where LLM self-reports shouldn't be trusted as introspection. Practical workaround isn't cheap: N forward passes to sample, then a summarize pass.
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SelfReflect measures whether an LLM's text summary of its uncertainty matches its actual answer distribution. Across 20 modern models: it doesn't, unless the model sees samples of its own answers first.
The negative result does more work than the metric itself. Fits a growing line where LLM self-reports shouldn't be trusted as introspection. Practical workaround isn't cheap: N forward passes to sample, then a summarize pass.
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KGLens turns a knowledge graph into test questions and uses Thompson sampling to zero in on a model's weakest facts.
The interesting bit is the output shape: a per-relation map of where the model is and isn't reliable, against a graph matched to your deployment. Sampling trick should generalize to red-teaming, jailbreak coverage, capability probing too.
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KGLens turns a knowledge graph into test questions and uses Thompson sampling to zero in on a model's weakest facts.
The interesting bit is the output shape: a per-relation map of where the model is and isn't reliable, against a graph matched to your deployment. Sampling trick should generalize to red-teaming, jailbreak coverage, capability probing too.
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KGLens turns a knowledge graph into test questions and uses Thompson sampling to zero in on a model's weakest facts.
The interesting bit is the output shape: a per-relation map of where the model is and isn't reliable, against a graph matched to your deployment. Sampling trick should generalize to red-teaming, jailbreak coverage, capability probing too.
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KGLens turns a knowledge graph into test questions and uses Thompson sampling to zero in on a model's weakest facts.
The interesting bit is the output shape: a per-relation map of where the model is and isn't reliable, against a graph matched to your deployment. Sampling trick should generalize to red-teaming, jailbreak coverage, capability probing too.
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KGLens turns a knowledge graph into test questions and uses Thompson sampling to zero in on a model's weakest facts.
The interesting bit is the output shape: a per-relation map of where the model is and isn't reliable, against a graph matched to your deployment. Sampling trick should generalize to red-teaming, jailbreak coverage, capability probing too.
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In the #scifi novel Babel, R.F. Kuang described a world where #linguistic knowledge is industrialized and centralized just as ours began building exactly that.
Part of what makes the novel feel so relevant in the age of #LLMs is that it captures both sides of the story: the extraordinary power unlocked by turning #language and #knowledge into infrastructure, and the unease that comes with concentrating that power.
I explore those parallels here: https://benjaminhan.net/posts/20260417-babel-llm-comparison/
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quote from article:
"Notably, 10 of the 19 individuals who reported that they were pregnant when exposed [to tear gas] reported a subsequent miscarriage — that’s about twice the expected rate of miscarriage. "~
tear gas (2-chlorobenzalmalononitrile [CS]) targets TRPA1pepper spray (oleoresin capsicum [OC], capsaicin) targets TRPV1
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"Although TRPV1 and TRPA1 have been shown in the human eutopic and ectopic endometrium, their regulation and functional importance are not known..."
https://doi.org/10.1530/JME-15-0184~
"CS exposure induced strong tissue swelling, plasma extravasation, and a dramatic increase in inflammatory cytokine levels in the mouse ear skin. We also showed that the effects of CS were not transient but caused persistent skin injuries. These injury parameters were reduced with TRPA1 inhibitor treatment. Further, we tested the pharmacologic activity of advanced TRPA1 antagonists in vitro. Our findings showed that TRPA1 is a crucial mediator of CS-induced nociception and tissue injury and that TRPA1 inhibitors are effective countermeasures that reduce key injury parameters when administered after exposure. "
https://doi.org/10.1124/jpet.123.001666 -
Kraven The Hunter soundtrack https://soundtrack.zouluvo.com/kraven-the-hunter/
#BenjaminWallfisch #EvgueniGalperine #SachaGalperine #bandeoriginale #superhéros #SonyClassical #filmdaction #Avengers #tension #mélodie #orchestration #SonyPictures #thèmeKraven #émotions #drame #vengeance #aventure #suspense #rythme #orchestral #grandspectacle #ambiance #narrationmusicale #héros #combat #danger #paysagesonore #atmosphère #noirceur #fondmusical #momentépique
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Benjamin Parker reports on the State Department's plan to put a photo of Trump on US passports, noting that this "would mark yet another U.S. government property upon which the president has plastered his likeness."
As aspiring dictator-strongmen always do, he wants his image and name everywhere. This immortalizes him, apotheosizes him, keeps the cult alive beyond his mortal life.
#Trump #cult #distator #strongman #passports
https://www.thebulwark.com/p/exclusive-state-dept-finalizing-plan
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Solak Frustrated Steelers ‘Cannot Stop Drafting The Exact Same’ QBs, Compares Drew Allar To Mason Rudolph https://www.rawchili.com/4987724/ #BenjaminSolak #DrewAllar #Football #MasonRudolph #ncaa #NcaaFootball #NCAAF #PittsburghSteelers #TheMinaKimesShowFeaturingLenny
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Solak Frustrated Steelers ‘Cannot Stop Drafting The Exact Same’ QBs, Compares Drew Allar To Mason Rudolph https://www.rawchili.com/nfl/876597/ #BenjaminSolak #DrewAllar #Football #MasonRudolph #NCAA #NCAAFootball #PittsburghSteelers #TheMinaKimesShowFeaturingLenny
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Bucs’ Zyon McCollum returns after surgery to left thumb https://www.rawchili.com/nfl/456081/ #BenjaminMorrison #BryanMcClendon #Buccaneers #BuckyIrving #bucs #ChrisGodwin #detroit #EmekaEgbuka #Football #JamelDean #KameronJohnson #LavonteDavid #LukeHaggard #MikeEvans #NFL #RileyDixon #RyanMiller #Seattle #SterlingShepard #TampaBay #TampaBayBuccaneers #TampaBay #TampaBayBuccaneers #TezJohnson #TheBucs #ToddBowles #ZyonMcCollum
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NHL Prospect Watch: Pittsburgh Penguins – Canadian Hockey League https://www.rawchili.com/nhl/185600/ #BenjaminKindel #HarrisonBrunicke #Hockey #KaleDach #MaxGraham #NHL #NhlProspectWatch #OwenPickering #penguins #PeytonKettles #Pittsburgh #PittsburghPenguins #PittsburghPenguins #RyanMiller #TannerHowe
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Nouveau billet dans #paysages « Ces images insoutenables qui me rappellent les souvenirs des enfants du #Biafra »
#Israel #Palestine #Gaza #faim #famine #ChinuaAchebe #guerredubiafra #hubertvedrine #EmanuelMacron #BenjaminNetanjahu
https://cneffpaysages.blog/2025/07/27/ces-images-insoutenables-qui-me-rappellent-les-souvenirs-des-enfants-du-biafra/ -
@BenjaminHCCarr The fossil fuels industry did a tremendous job in amplifying the disastrous evacuation of the Fukushima community, which far outweighed the reactor damage fallout. They even made Tritium treatment look like a massive abuse of power, when Tritium is critical to naturally occurring Hydrogen, and marketable.
Too bad #TMSR tech has been forgone in their nuclear rehab.
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«Spalla a spalla, ci stiamo sbarazzando di questi pazzi furiosi», dice, tirando fuori di nuovo la scheda dalla tasca.
«Li stiamo spazzando via», si vanta.
«Mi piace», risponde il suo amico.Non è una serie poliziesca, non è un film sulla mafia, non si tratta di omicidi nella malavita, né di killer a pagamento.
Il primo ministro israeliano #BenjaminNetanyahu e l’ambasciatore statunitense in Israele #MikeHuckabee, che immaginano uno Stato ebraico dal Nilo all’Eufrate a loro immagine e somiglianza, vanno fieri di atti di omicidio.
Non c’è altro modo per descriverlo.
#Netanyahu ha pubblicato il video sui suoi account social, orgoglioso di essere un boss di alto livello. Recita bene la sua parte.Ma Netanyahu non ha bisogno di dimostrare d’avere talento recitativo: il video è realistico, non è finzione, ma un documentario. ⬇️3
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«Spalla a spalla, ci stiamo sbarazzando di questi pazzi furiosi», dice, tirando fuori di nuovo la scheda dalla tasca.
«Li stiamo spazzando via», si vanta.
«Mi piace», risponde il suo amico.Non è una serie poliziesca, non è un film sulla mafia, non si tratta di omicidi nella malavita, né di killer a pagamento.
Il primo ministro israeliano #BenjaminNetanyahu e l’ambasciatore statunitense in Israele #MikeHuckabee, che immaginano uno Stato ebraico dal Nilo all’Eufrate a loro immagine e somiglianza, vanno fieri di atti di omicidio.
Non c’è altro modo per descriverlo.
#Netanyahu ha pubblicato il video sui suoi account social, orgoglioso di essere un boss di alto livello. Recita bene la sua parte.Ma Netanyahu non ha bisogno di dimostrare d’avere talento recitativo: il video è realistico, non è finzione, ma un documentario. ⬇️3
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«Spalla a spalla, ci stiamo sbarazzando di questi pazzi furiosi», dice, tirando fuori di nuovo la scheda dalla tasca.
«Li stiamo spazzando via», si vanta.
«Mi piace», risponde il suo amico.Non è una serie poliziesca, non è un film sulla mafia, non si tratta di omicidi nella malavita, né di killer a pagamento.
Il primo ministro israeliano #BenjaminNetanyahu e l’ambasciatore statunitense in Israele #MikeHuckabee, che immaginano uno Stato ebraico dal Nilo all’Eufrate a loro immagine e somiglianza, vanno fieri di atti di omicidio.
Non c’è altro modo per descriverlo.
#Netanyahu ha pubblicato il video sui suoi account social, orgoglioso di essere un boss di alto livello. Recita bene la sua parte.Ma Netanyahu non ha bisogno di dimostrare d’avere talento recitativo: il video è realistico, non è finzione, ma un documentario. ⬇️3
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«Spalla a spalla, ci stiamo sbarazzando di questi pazzi furiosi», dice, tirando fuori di nuovo la scheda dalla tasca.
«Li stiamo spazzando via», si vanta.
«Mi piace», risponde il suo amico.Non è una serie poliziesca, non è un film sulla mafia, non si tratta di omicidi nella malavita, né di killer a pagamento.
Il primo ministro israeliano #BenjaminNetanyahu e l’ambasciatore statunitense in Israele #MikeHuckabee, che immaginano uno Stato ebraico dal Nilo all’Eufrate a loro immagine e somiglianza, vanno fieri di atti di omicidio.
Non c’è altro modo per descriverlo.
#Netanyahu ha pubblicato il video sui suoi account social, orgoglioso di essere un boss di alto livello. Recita bene la sua parte.Ma Netanyahu non ha bisogno di dimostrare d’avere talento recitativo: il video è realistico, non è finzione, ma un documentario. ⬇️3
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Al posto delle norme di emergenza ci sono le Zone B e C, gli ordini di demolizione, le zone militari chiuse, i cantoni palestinesi e il continuo insediamento ebraico.
Se i difficili anni '20 e '30 portarono allo scoppio della rivolta araba, nel 2026 non si intravede all'orizzonte alcuna rivolta, nemmeno una destinata a fallire.
E, supponendo che #BenjaminNetanyahu rimanga in carica o venga sostituito da #NaftaliBennett, tutto ciò che mi resta da pensare è che la reazione che non vediamo tra i palestinesi si scatenerà tra gli ebrei.
In entrambi i casi, i palestinesi dovranno affrontare molti altri anni di sofferenza, espulsione e morte.⬇️6
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Trailer Chickenhare and the Secret of the Groundhog https://trailers.zouluvo.com/chickenhare-and-the-secret-of-the-groundhog/
#BenjaminMousquet #ThomasSolivérès #ChloéJouannet #NicolasMaury #France #Belgique #ÉtatsUnis #15octobre2025 #2025 #octobre2025 #animation #aventure #comédie #nWavePictures #Octopolis #DarkHorseEntertainment #Pictanovo #marmotte #temps #héros #amitié #famille #quête #humour #montagne #magie #voyage #courage #secret #légende #identité #différence #enfance #découverte #espoir #sauvetage #mission #imagination
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Der Mindestlohn soll erhöht werden. Das steht fest. Doch der Bauernpräsident will den Lohn für Saisonkräfte auf 80 Prozent senken.#Bauerntag #Mindestlohn #Saisonarbeiter #JoachimRukwied #BenjaminLuig
Debatte beim Bauerntag: Ist der Mindestlohn zu hoch für Saisonarbeiter? -
Trying for news search engine as well, using #YaCy and https://eldar.cz/news/ aggregator. Relevancy while search is not great. The pseudo-pagerank ("citation rank") doesn't work that much and is so heavy for computation that I switched that off:
https://community.searchlab.eu/t/how-to-activate-and-rank-by-cr-citation-rank/1733/5Vector search would certainly be a big help. #solr already have that, but not implemented in YaCy so far.
For distinguishing news sites, I just use "collections" feature. see https://community.searchlab.eu/t/what-became-of-yacys-gsa-interface-collection-feature/621/7
