Avalon-M1: los agentes de IA que dejan de avisar a humanos
Avalon-M1 de General Reasoning gano en 14 de 16 benchmarks, pero el reporte a humanos cayo de 76.7% a 0% durante el entrenamiento. Mira los numeros reales
#avalonm1 #generalreasoning #rlcr #agentesdeia #iamultiagente
Avalon-M1 de General Reasoning gano en 14 de 16 benchmarks, pero el reporte a humanos cayo de 76.7% a 0% durante el entrenamiento. Mira los numeros reales
#avalonm1 #generalreasoning #rlcr #agentesdeia #iamultiagente
Avalon-M1: los agentes de IA que dejan de avisar a humanos
General Reasoning entreno equipos de agentes con RLCR. Ganaron en benchmarks, pero el reporte a supervisores humanos se desplomo durante el entrenamiento.
blog.donweb.com
October 25, 2026 at 6:27 AM
Avalon-M1: los agentes de IA que dejan de avisar a humanos
Avalon-M1 de General Reasoning gano en 14 de 16 benchmarks, pero el reporte a humanos cayo de 76.7% a 0% durante el entrenamiento. Mira los numeros reales
#avalonm1 #generalreasoning #rlcr #agentesdeia #iamultiagente
Avalon-M1 de General Reasoning gano en 14 de 16 benchmarks, pero el reporte a humanos cayo de 76.7% a 0% durante el entrenamiento. Mira los numeros reales
#avalonm1 #generalreasoning #rlcr #agentesdeia #iamultiagente
Homepage for "Beyond Binary Rewards:
Training LMs to Reason About Their Uncertainty", which seem to have started all this.
-> rl-calibration.github.io
Training LMs to Reason About Their Uncertainty", which seem to have started all this.
-> rl-calibration.github.io
September 16, 2026 at 8:24 AM
Homepage for "Beyond Binary Rewards:
Training LMs to Reason About Their Uncertainty", which seem to have started all this.
-> rl-calibration.github.io
Training LMs to Reason About Their Uncertainty", which seem to have started all this.
-> rl-calibration.github.io
Zibai、Columbina、Moondrifts の AOE ショーケース [GI Kitchen]
https://www.playing-games.com/930847/
ムーンドリフトは、敵が範囲外にいるときにより多くのコピーを生成し、敵に最も近い 3 つのムーンドリフトからホーミング弾を発射するように見えます。コロンビーナは立派な AOE を持っています。 rLCR は純粋に単一ターゲ [...]
https://www.playing-games.com/930847/
ムーンドリフトは、敵が範囲外にいるときにより多くのコピーを生成し、敵に最も近い 3 つのムーンドリフトからホーミング弾を発射するように見えます。コロンビーナは立派な AOE を持っています。 rLCR は純粋に単一ターゲ [...]
Zibai、Columbina、Moondrifts の AOE ショーケース [GI Kitchen] - Playing Games
ムーンドリフトは、敵が範囲外にいるときにより多くのコピーを生成し、敵に最も近い 3 つのムーンドリフトからホーミング弾を発射するように見えます。コロンビーナは立派な AOE を持っています。 rLCR は純粋に単一ターゲットですが、Zibai はおそらく 2 ～ 3 ターゲットのコンテンツでうまく機能します。
www.playing-games.com
January 6, 2026 at 12:15 AM
Zibai、Columbina、Moondrifts の AOE ショーケース [GI Kitchen]
https://www.playing-games.com/930847/
ムーンドリフトは、敵が範囲外にいるときにより多くのコピーを生成し、敵に最も近い 3 つのムーンドリフトからホーミング弾を発射するように見えます。コロンビーナは立派な AOE を持っています。 rLCR は純粋に単一ターゲ [...]
https://www.playing-games.com/930847/
ムーンドリフトは、敵が範囲外にいるときにより多くのコピーを生成し、敵に最も近い 3 つのムーンドリフトからホーミング弾を発射するように見えます。コロンビーナは立派な AOE を持っています。 rLCR は純粋に単一ターゲ [...]
youtube.com/watch?v=rLcr...
IF ... THEY RELEASE .. Epstein files... THE RELEASED files WILL DEFINITELY BE..." ALTERED"....
IF ... THEY RELEASE .. Epstein files... THE RELEASED files WILL DEFINITELY BE..." ALTERED"....
Trump shields Epstein files to protect powerful Republican donors
YouTube video by Times Radio
youtube.com
July 17, 2025 at 6:03 PM
youtube.com/watch?v=rLcr...
IF ... THEY RELEASE .. Epstein files... THE RELEASED files WILL DEFINITELY BE..." ALTERED"....
IF ... THEY RELEASE .. Epstein files... THE RELEASED files WILL DEFINITELY BE..." ALTERED"....
April 24, 2026 at 3:46 PM
My ★★★★★ review of Dragon Quest VIII: Journey of the Cursed King (2015) on @backloggd.com : Ah, Dragon Quest 8... finally, I have finished you. That may make it sound like it was a bit of a slog, but honestly, it was absolutely a fun little romp, wit... bckl.gg/rlCR
ranrannerson's review of Dragon Quest VIII: Journey of the Cursed King | Backloggd
This review contains spoilers!
bckl.gg
February 12, 2026 at 1:16 AM
My ★★★★★ review of Dragon Quest VIII: Journey of the Cursed King (2015) on @backloggd.com : Ah, Dragon Quest 8... finally, I have finished you. That may make it sound like it was a bit of a slog, but honestly, it was absolutely a fun little romp, wit... bckl.gg/rlCR
MIT unveils RLCR, a method for training language models that boosts accuracy while calibrating confidence, enhancing reliability and reducing overconfidence and hallucinations, especially in healthcare. https://arxiv.org/abs/2507.16806
Beyond Binary Rewards: Training LMs to Reason About Their Uncertainty
ArXiv link for Beyond Binary Rewards: Training LMs to Reason About Their Uncertainty
arxiv.org
July 23, 2025 at 9:10 AM
MIT unveils RLCR, a method for training language models that boosts accuracy while calibrating confidence, enhancing reliability and reducing overconfidence and hallucinations, especially in healthcare. https://arxiv.org/abs/2507.16806
February 18, 2026 at 3:48 AM
#AI learns to guess when it is unsure. #RLCR addresses this by adding a single term to the reward function: a Brier score, a well-established measure that penalizes the gap between a model's stated confidence and its actual accuracy. news.mit.edu/2026/teachin...
Teaching AI models to say “I’m not sure”
MIT CSAIL's “Reinforcement Learning with Calibration Rewards” technique improves AI confidence estimates without sacrificing performance, addressing a root cause of hallucination in reasoning mod...
news.mit.edu
April 25, 2026 at 1:44 PM
#AI learns to guess when it is unsure. #RLCR addresses this by adding a single term to the reward function: a Brier score, a well-established measure that penalizes the gap between a model's stated confidence and its actual accuracy. news.mit.edu/2026/teachin...
I just dropped a new mini cover! Tried my hand at some rapping, hehe.
As always, Esseph made sure it sounds good~
www.youtube.com/watch?v=RlcR...
As always, Esseph made sure it sounds good~
www.youtube.com/watch?v=RlcR...
[Mini Cover] Linkin Park - In the end
#linkinpark #cover #intheendlinkinpark #shorts
Short cover of one of my favorite songs by my favorite band. RIP Chester.
Mix by @Esseph
Follow me all over the place: https://marigatou.carrd.co/
www.youtube.com
January 29, 2026 at 5:09 PM
I just dropped a new mini cover! Tried my hand at some rapping, hehe.
As always, Esseph made sure it sounds good~
www.youtube.com/watch?v=RlcR...
As always, Esseph made sure it sounds good~
www.youtube.com/watch?v=RlcR...
#TantalizingTechnoAmbient 👅
ENERGETICS OF PSILOCYBIN
( MICRODOSING ) | SCALAR ENERGY FIELD
by ARCTURIAN SOUND AND ENERGY HEALING
Arcturus, Boötes : 10.02.2024 1hr www.youtube.com/watch?v=Rlcr...
ENERGETICS OF PSILOCYBIN
( MICRODOSING ) | SCALAR ENERGY FIELD
by ARCTURIAN SOUND AND ENERGY HEALING
Arcturus, Boötes : 10.02.2024 1hr www.youtube.com/watch?v=Rlcr...
ENERGETICS OF PSILOCYBIN ( MICRODOSING ) | SCALAR ENERGY FIELD
YouTube video by ARCTURIAN SOUND AND ENERGY HEALING
www.youtube.com
January 3, 2025 at 4:01 AM
#TantalizingTechnoAmbient 👅
ENERGETICS OF PSILOCYBIN
( MICRODOSING ) | SCALAR ENERGY FIELD
by ARCTURIAN SOUND AND ENERGY HEALING
Arcturus, Boötes : 10.02.2024 1hr www.youtube.com/watch?v=Rlcr...
ENERGETICS OF PSILOCYBIN
( MICRODOSING ) | SCALAR ENERGY FIELD
by ARCTURIAN SOUND AND ENERGY HEALING
Arcturus, Boötes : 10.02.2024 1hr www.youtube.com/watch?v=Rlcr...
Badacze z MIT CSAIL opracowali nową metodę treningu (RLCR), która uczy modele językowe kwestionowania własnych odpowiedzi. Dzięki temu AI ma przestać generować błędne informacje z taką samą pewnością, z jaką podaje fakty, co zwiększy bezpieczeństwo i użyteczność systemów w krytycznych…
Sztuczna inteligencja w końcu przyzna, że nie wie. MIT naprawia „toksyczną pewność siebie” modeli LLM
Badacze z MIT CSAIL opracowali nową metodę treningu (RLCR), która uczy modele językowe kwestionowania własnych odpowiedzi. Dzięki temu AI ma przestać generować błędne informacje z taką samą pewnością, z jaką podaje fakty, co zwiększy bezpieczeństwo i użyteczność systemów w krytycznych zastosowaniach.
aisight.pl
April 29, 2026 at 6:04 AM
Badacze z MIT CSAIL opracowali nową metodę treningu (RLCR), która uczy modele językowe kwestionowania własnych odpowiedzi. Dzięki temu AI ma przestać generować błędne informacje z taką samą pewnością, z jaką podaje fakty, co zwiększy bezpieczeństwo i użyteczność systemów w krytycznych…
rlcrаft is genuinely overrated garbage
July 22, 2025 at 2:55 AM
rlcrаft is genuinely overrated garbage
Instead of just providing reasoning followed by the answer, in their method Reinforcement Learning with Calibrated Rewards (RLCR) the model generates an analysis after the answer and then verbalizes its confidence.
October 31, 2025 at 3:56 PM
Instead of just providing reasoning followed by the answer, in their method Reinforcement Learning with Calibrated Rewards (RLCR) the model generates an analysis after the answer and then verbalizes its confidence.
Výzkumníci z MIT představili metodu RLCR, která učí AI vyjadřovat nejistotu. Dosavadní modely často chybují přehnanou sebedůvěrou. RLCR snižuje chybu kalibrace až o 90 %, čímž zvyšuje bezpečnost rozhodování AI v kritických oblastech jako medicína či doprava.
#AI #uncertainty #MIT
📰 MIT News ML
#AI #uncertainty #MIT
📰 MIT News ML
April 22, 2026 at 8:14 PM
Výzkumníci z MIT představili metodu RLCR, která učí AI vyjadřovat nejistotu. Dosavadní modely často chybují přehnanou sebedůvěrou. RLCR snižuje chybu kalibrace až o 90 %, čímž zvyšuje bezpečnost rozhodování AI v kritických oblastech jako medicína či doprava.
#AI #uncertainty #MIT
📰 MIT News ML
#AI #uncertainty #MIT
📰 MIT News ML
@rohanpaul_ai https://x.com/rohanpaul_ai/status/1948276504775073807 #x-rohanpaul_ai
RLCR (Reinforcement Learning with Calibration Rewards), trains a language model to give an answer and a confidence score, and doing that cuts its calibration error from 0.37 to 0.03 while keeping accu...
RLCR (Reinforcement Learning with Calibration Rewards), trains a language model to give an answer and a confidence score, and doing that cuts its calibration error from 0.37 to 0.03 while keeping accu...
July 24, 2025 at 7:15 AM
@rohanpaul_ai https://x.com/rohanpaul_ai/status/1948276504775073807 #x-rohanpaul_ai
RLCR (Reinforcement Learning with Calibration Rewards), trains a language model to give an answer and a confidence score, and doing that cuts its calibration error from 0.37 to 0.03 while keeping accu...
RLCR (Reinforcement Learning with Calibration Rewards), trains a language model to give an answer and a confidence score, and doing that cuts its calibration error from 0.37 to 0.03 while keeping accu...
Zibai、Columbina、Moondrifts の AOE ショーケース [GI Kitchen]
https://www.playing-games.com/930847/
ムーンドリフトは、敵が範囲外にいるときにより多くのコピーを生成し、敵に最も近い 3 つのムーンドリフトからホーミング弾を発射するように見えます。コロンビーナは立派な AOE を持っています。 rLCR は純粋に単一ターゲ [...]
https://www.playing-games.com/930847/
ムーンドリフトは、敵が範囲外にいるときにより多くのコピーを生成し、敵に最も近い 3 つのムーンドリフトからホーミング弾を発射するように見えます。コロンビーナは立派な AOE を持っています。 rLCR は純粋に単一ターゲ [...]
Zibai、Columbina、Moondrifts の AOE ショーケース [GI Kitchen] - Playing Games
ムーンドリフトは、敵が範囲外にいるときにより多くのコピーを生成し、敵に最も近い 3 つのムーンドリフトからホーミング弾を発射するように見えます。コロンビーナは立派な AOE を持っています。 rLCR は純粋に単一ターゲットですが、Zibai はおそらく 2 ～ 3 ターゲットのコンテンツでうまく機能します。
www.playing-games.com
January 6, 2026 at 12:15 AM
Zibai、Columbina、Moondrifts の AOE ショーケース [GI Kitchen]
https://www.playing-games.com/930847/
ムーンドリフトは、敵が範囲外にいるときにより多くのコピーを生成し、敵に最も近い 3 つのムーンドリフトからホーミング弾を発射するように見えます。コロンビーナは立派な AOE を持っています。 rLCR は純粋に単一ターゲ [...]
https://www.playing-games.com/930847/
ムーンドリフトは、敵が範囲外にいるときにより多くのコピーを生成し、敵に最も近い 3 つのムーンドリフトからホーミング弾を発射するように見えます。コロンビーナは立派な AOE を持っています。 rLCR は純粋に単一ターゲ [...]
🧑💻 #IA / #Hallucinations
❓« Teaching AI models to say “I’m not sure” » @technologyreview.com (🇬🇧) : impacts de la nouvelle méthode RLCR, conduisant les modèles à produire des estimations de confiance calibrées, sur la précision des réponses de l’IA
👉 news.mit.edu/2026/teachin...
❓« Teaching AI models to say “I’m not sure” » @technologyreview.com (🇬🇧) : impacts de la nouvelle méthode RLCR, conduisant les modèles à produire des estimations de confiance calibrées, sur la précision des réponses de l’IA
👉 news.mit.edu/2026/teachin...
Teaching AI models to say “I’m not sure”
MIT CSAIL's “Reinforcement Learning with Calibration Rewards” technique improves AI confidence estimates without sacrificing performance, addressing a root cause of hallucination in reasoning mod...
news.mit.edu
May 14, 2026 at 6:13 AM
🧑💻 #IA / #Hallucinations
❓« Teaching AI models to say “I’m not sure” » @technologyreview.com (🇬🇧) : impacts de la nouvelle méthode RLCR, conduisant les modèles à produire des estimations de confiance calibrées, sur la précision des réponses de l’IA
👉 news.mit.edu/2026/teachin...
❓« Teaching AI models to say “I’m not sure” » @technologyreview.com (🇬🇧) : impacts de la nouvelle méthode RLCR, conduisant les modèles à produire des estimations de confiance calibrées, sur la précision des réponses de l’IA
👉 news.mit.edu/2026/teachin...
I think it was his only one beside a sketch (study), also from 1964 from this this amazing book! www.lichtensteincatalogue.org/catalogue/en...
“Non-objective I,” 1964 (RLCR 927), Acrylic, oil, graphite pencil on canvas, 56 3/8 x 48 1/4 in. (143.2 x 122.6 cm)
Browse over 5,000 works by Roy Lichtenstein, including all known paintings, sculpture, drawings, collages, prints, and commissions.
www.lichtensteincatalogue.org
May 6, 2025 at 8:54 PM
I think it was his only one beside a sketch (study), also from 1964 from this this amazing book! www.lichtensteincatalogue.org/catalogue/en...