Shows
Daily Paper CastSatori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering
đ¤ Upvotes: 21 | cs.CL, cs.AI, cs.SE
Authors:
Guangtao Zeng, Maohao Shen, Delin Chen, Zhenting Qi, Subhro Das, Dan Gutfreund, David Cox, Gregory Wornell, Wei Lu, Zhang-Wei Hong, Chuang Gan
Title:
Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering
Arxiv:
http://arxiv.org/abs/2505.23604v1
Abstract:
Language models (LMs) perform well on standardized coding benchmarks but struggle with real-world software engineering tasks such as resolving GitHub issues in SWE-Bench, especially when model parameters are less than 100B. While smaller models are preferable in practice due to their low...2025-05-3121 min
ESPAÃOL POR DENTROEn un trance con el poeta Subhro Bandopadhyay- EspaÃąol Por Dentro- 25 (Archived)El poeta indio de la Bengala Occidental, Subhro Bandopadhyay, nos habla de su trayectoria como poeta, quÊ significa poesÃa para Êl, calidad de traducciÃŗn literaria y mucho mÃĄs. Termina la entrevista recitando fragmentos de su Ãēltimos poemas.2025-03-2442 minDaily Paper CastSatori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search
đ¤ Upvotes: 12 | cs.CL, cs.AI
Authors:
Maohao Shen, Guangtao Zeng, Zhenting Qi, Zhang-Wei Hong, Zhenfang Chen, Wei Lu, Gregory Wornell, Subhro Das, David Cox, Chuang Gan
Title:
Satori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search
Arxiv:
http://arxiv.org/abs/2502.02508v1
Abstract:
Large language models (LLMs) have demonstrated remarkable reasoning capabilities across diverse domains. Recent studies have shown that increasing test-time computation enhances LLMs' reasoning capabilities. This typically involves extensive sampling at inference time guided by an external LLM verifier, resulting in a two-player sys...2025-02-0624 min
In Love with the Process PodcastILWP FilmQuest Day 03 ( w/ Patrick Hogan, Subhro Das, Kelsey Edwards, Trevor Free)Welcome to Day Three of the FilmQuest and "In Love with the Process" Film Festival Series! Mike Pecci and Lance A. Williams are back, and they've got a stellar lineup of filmmakers at the festival ready to blow your minds.These creators are bringing you films that are controversial, inspiring, cringe-worthy, and heartwarming all at once. First up, we have Patrick Hogan, a 10-time Emmy Nominated Supervising Sound Editor for shows like "Reservation Dogs" and "The Umbrella Academy." He's not just an audio wizard; his film "Quiet! Mom's Working!" is a thrilling, action-packed, and hilarious rollercoaster.Director Subhro Das takes...2023-10-302h 11
āĻļāĻŋāĻļā§āĻŦāĻŋāĻšāĻžāĻ° āĻāĻĨā§āĻĒāĻāĻĨāĻ¨ (ShishuBihar Podcast)Ep13 - Srilekha ChaudhuriHello Shishubiharians, Subho Nababarsha Bangla 1429 đ.... In our latest episode of Kathopokathan, we have a globe trotter, who says she is paid for talking. And, by God, she talks incessantly. She studied in Shishubihar from 1983 to 1998, chose an unique profession of travel and tourism, went around the world. A bubbly travel and tour consultant with whom I enjoyed chatting over a weekend. She also spends her time with the needy and contributes her time for the social cause. Here is the unique journey of Srilekha Chaudhuri from the Himalayas to Alaska; to Monte Carlo, Venice, Amsterdam, Copenhagen, Rome, Florence, Barcelona, Cadiz, Ber...2022-05-171h 14
āĻļāĻŋāĻļā§āĻŦāĻŋāĻšāĻžāĻ° āĻāĻĨā§āĻĒāĻāĻĨāĻ¨ (ShishuBihar Podcast)Ep12 - Srabani ChakrabartiDear friends, welcome to our next episode of Kathopokathan. On the eve of International Women's day 2022, it was a pleasure to connect with another long time Shishubiharian from the batch of HS1987. She says she was an introvert in school but you will never realize that when she speaks and takes us down the memories of school and her professional life. She, Srabani Chakrabarti, is in the field of medicine, an MD, a senior consultant Histopathologist who has to work under significant stress and have huge responsibility to save human lives everyday. She is also a national level quality assessor...2022-03-081h 13
āĻļāĻŋāĻļā§āĻŦāĻŋāĻšāĻžāĻ° āĻāĻĨā§āĻĒāĻāĻĨāĻ¨ (ShishuBihar Podcast)Ep11 - Ruma GuhaHello friends, welcome to our next episode of Kathopokathan. In this episode (and a few afterwards) I am trying to bring in some of our special women of Shishubihar. But as you know, it is always a difficult task to get hold of the fairer gender of Shishubihar, nobody can disgree. Anyhow, today I have one of Panchapandavs of Shishubihar. She is our beloved Rumadi. Rumadi started her journey from Nursery till class 10 in Shishubihar and is now settled in Bangalore. We had a wonderful, lengthy laid back Kathopokathan on a Monday evening. Her stories are all about the teachers...2022-02-241h 16
āĻļāĻŋāĻļā§āĻŦāĻŋāĻšāĻžāĻ° āĻāĻĨā§āĻĒāĻāĻĨāĻ¨ (ShishuBihar Podcast)Ep10 - Jishnu BhattacharyaHello friends, welcome to our next episode of Kathopokathan. In this episode we have a long timer Shishubiharian from 1981 to 1996, a top ranky in school. After Shishubihar, he left his mark in IIT-Kharagpur, Georgia Tech and in Stanford University. While he excelled in studies, in his field and have more than 20 patents in his domain, he found his passion in the industry as a venture capitalist. Today he is a managing director of Nexus Venture Partners where he helps hundreds of entrepreneurs to fulfill their dreams. He is also board member of various prestigious institutions. Please welcome Jishnu Bhattacharya, an...2022-01-3057 min
āĻļāĻŋāĻļā§āĻŦāĻŋāĻšāĻžāĻ° āĻāĻĨā§āĻĒāĻāĻĨāĻ¨ (ShishuBihar Podcast)Ep9 - Kamal NathHello all,Welcome to our next episode of Kathopokathan. In this episode, we are honored to have dear Kamal-da, Kamal Nath as my guest. Who doesn't know about him? But I bet you do not know, how he rose to the top as CEO of Sify, how he draws his energy from the game of football that drove his strategy to win goals in his journey. It was a privilege to have Kamal-da's time but listen to our conversation; it is such a beautiful adda, as if we were chatting across a coffee table at the end of day reminiscing...2022-01-231h 26
āĻļāĻŋāĻļā§āĻŦāĻŋāĻšāĻžāĻ° āĻāĻĨā§āĻĒāĻāĻĨāĻ¨ (ShishuBihar Podcast)Ep8 - Prosenjit Roy ChoudhuryHello Shishubiharians, Wish you all a very happy new year 2022.... āĻ¸āĻŦāĻžāĻāĻā§ āĻāĻžāĻ¨āĻžāĻ āĻļā§āĻ āĻ¨āĻŦāĻŦāĻ°ā§āĻˇā§āĻ° āĻļā§āĻā§āĻā§āĻāĻž!Welcome to the next episode of Kathopokathan. In this episode, I attempted to get hold of a shooting star from Shishubihar. He is a daring, risk taking adventurer of life. Listen to his very interesting story that started from a very humble beginning after school to achieving greater heights everyday as an entrepreneur and as an owner of one of the biggest chain of restaurants around the world. He brought new, unique ideas to the foodies with his culinary skills and unique thought process for better customer satisfaction. He is Prosenjit Roy Choudhury of Madhyamik 1990 batch. Glad that h...2022-01-1556 min
Kathor Vaani IIM RohtakIn Conversation with: Subhro GhoshGuest -Mr Subhro Ghosh  â Senior Consultant, InfosysTopic â Myths and Realities in Consulting  Consulting looks like a dream job to many and hence talking about the same our speaker gets into the intricacies that goes behind this industry. It's a job of a consultant to deliver the quality the world demands. He also mentioned how the job has helped him to further enhance his knowledge in various other domains as well.âThe best thing about my job is that I am never the smartest person in the room, th...2021-12-1328 min
āĻļāĻŋāĻļā§āĻŦāĻŋāĻšāĻžāĻ° āĻāĻĨā§āĻĒāĻāĻĨāĻ¨ (ShishuBihar Podcast)Ep7 - Jayanta Kumar BanerjeeDear friends, welcome to our 7th episode of Kathopokathan. Today I have dear friend Jayanta Kumar Banerjee from Portland, Oregon. He spent only a few years in Shishubihar but he shone like a bright star in all aspects that influenced many and mesmerized all. A brilliant student, a great sportsman - both in cricket and football, a reciter, and a great stage artist (dramatics). He was a topper in the board and became skipper of the cricket team in JU. We didn't know a hidden talent of his in school days which he himself discovered in the university days. Let's...2021-11-131h 13
Poetas RuculistasPoetas Ruculistas - PoesÃa India: mÃĄs de 30 lenguas y 300 millones de dioses - Subhro BandopadhyayEl poeta indio Subhro Bandopadhyay ilumina nuestra introspecciÃŗn hacia la rica tradiciÃŗn poÊtica de la India y nos habla de Tagore y de su amistad con RaÃēl Zurita. Su poesÃa ciclÃŗpea engendra sÃēbitamente un tercer ojo en los ruculistas. En PoesiasinvergÃŧenza, Ale Pastora desde PerÃē nos animala el deseo. Uno de los contertulios de la BitÃĄcora Ruculista a punta de sutras quiere alcanzar la iluminaciÃŗn, pero finalmente no logra salir del paleolÃtico inferior.2021-11-1230 min
āĻļāĻŋāĻļā§āĻŦāĻŋāĻšāĻžāĻ° āĻāĻĨā§āĻĒāĻāĻĨāĻ¨ (ShishuBihar Podcast)Ep6 - Debayan GhoshHi Shishubiharians, Hope you all had a great Deepavali and Kali Puja. Today in 6th episode of Kathopokathan, I have dear friend, guide and brother Debayan Ghosh from Dubai. More we say about him is less. A favorite of Niva aunty, Nisha aunty (with due respect), he didn't leave a single thing in peace at school with his cohorts. Although, when his quota was over, he demonstrated how one can influence world's uncharted domains in ingenious ways. One of the early biotechnologists and an entrepreneur who is on a mission to make life saving drugs cheap and affordable in India...2021-11-091h 08
āĻļāĻŋāĻļā§āĻŦāĻŋāĻšāĻžāĻ° āĻāĻĨā§āĻĒāĻāĻĨāĻ¨ (ShishuBihar Podcast)Ep5 - Chirasree GangopadhyayWelcome to the fifth eposide of Kathopokathan. Today I have my dear friend Dr. Chirasree Gangopadhyay, a leading agriculturist, a reciter, singer. She keeps herself engaged with thousands of activities, work, radio programs, who also cares much to challenge and protest when needed with her strong penmanship. In her protest against the ruthless activity when a seventeen year old boy forwarded a post in facebook, she says:"A teen whimsically opined, A teen whimsically opined... What a feign brotherhood we partake, at once we spew venom with a spurious frenzy judgemental mind...In a sham media where Illusion overshadows reality...2021-10-3157 min
āĻļāĻŋāĻļā§āĻŦāĻŋāĻšāĻžāĻ° āĻāĻĨā§āĻĒāĻāĻĨāĻ¨ (ShishuBihar Podcast)Ep4 - Suman RakshitWelcome to the fourth eposide of Kathopokathan. Hope you all had a great time during Durga Puja, Lakhsmi Puja. After a little break, today we have another veteran, Suman Rakshit, from Agartala. I am told he played a big role in creating our beloved Shishubihar alumni about 10 years ago. It is an amazing story of Alumni that was started to retain the uniqueness, integrity and the very foundational idea of gender equality in Shishubihar. The Alumni, as we all know, is doing great service for the needy in and out of Tripura. Wishing all the best to Suman, our Alumni...2021-10-2355 min
Storyholics (Bengali Story Podcast)Ajo Bhalobashi (āĻāĻāĻ āĻāĻžāĻ˛ā§āĻŦāĻžāĻ¸āĻŋ) | New Bengali Audio Sad Love Story | Storyholics Originalsđ§USE HEADPHONES FOR BETTER EXPERIENCE đ§ Â
An Original Bengali Audio Love Story of Storyholics
Story: Ajo Bhalobasi (āĻāĻāĻ āĻāĻžāĻ˛ā§āĻŦāĻžāĻ¸āĻŋ) - 18+Â
Written by Shri KunduÂ
Script: SHAHEB
â´ī¸VoiceÂ
Narration/Sagarika: Shri, Subhronil: Sourav, Chayanika: Adrita, Subhro's Father: Debayan, Subhro's Mother: Sharmistha, Sagarika's Father: Dhrubajyoti, Sgarika's Mother: Rupanjana, Kesab Uncle: Sayan, Riti: Risha & Sougata: Debjit
â´ī¸Song Name: Aaj Tumi Nei (Storyholics Musical Originals)Â
Vocal & Guiter: SubhajitÂ
Lyrics: ShriÂ
Composition: Subhajit & SouravÂ
â´ī¸EditingÂ
Poster Design: SayanÂ
Music Provider: Vivek Abhishek, Ds - Production, AShamaluevMusicÂ
Audio Editing, SFX & Mixing: SouravÂ
Direction: SHAHEB (Storyholics)
â´ī¸About Storyholics :    It is a platform for original audio stories and music. Previously it  was known by the name "Shaheb Creation". All the Audio story...2021-10-1757 min
āĻļāĻŋāĻļā§āĻŦāĻŋāĻšāĻžāĻ° āĻāĻĨā§āĻĒāĻāĻĨāĻ¨ (ShishuBihar Podcast)Ep3 - Somsubhra GanChoudhuriWelcome to the third eposide of Kathopokathan. I travelled (virtually) to the other end of Atlanta to get hold of Somsubhra GanChoudhuri from Singapore. He is a veteran Shishubiharian, an entrepreneur by profession. In this episode, I attempted to document Som's journey that started in Shishubihar, how our school influenced his life. And now, how he is influencing others' life, opening up new, next-gen unthinkable opportunities to the world. Wishing Som all the best in his entrepreneurship and on his birthday today! Enjoy and share with friends and families.2021-10-0447 min
āĻļāĻŋāĻļā§āĻŦāĻŋāĻšāĻžāĻ° āĻāĻĨā§āĻĒāĻāĻĨāĻ¨ (ShishuBihar Podcast)Ep2 - Piyal SarkarWelcome to Kathopokathan (āĻāĻĨā§āĻĒāĻāĻĨāĻ¨), Shishubihar podcast. In this episode, Piyal Sarkar joins us to take through a decades journey in Shishubihar. Piyalda loves to talk, a prolific writer and mentor to many throughout his career. We talked about some fond memories of Shishubihar and some sentimental stories of near and dear friends. Please listen, enjoy, share your comments and share the episode with your family and friends!2021-09-2254 min
āĻļāĻŋāĻļā§āĻŦāĻŋāĻšāĻžāĻ° āĻāĻĨā§āĻĒāĻāĻĨāĻ¨ (ShishuBihar Podcast)ShishuBihar PodcastShishuBihar Podcast2021-09-1200 min
āĻļāĻŋāĻļā§āĻŦāĻŋāĻšāĻžāĻ° āĻāĻĨā§āĻĒāĻāĻĨāĻ¨ (ShishuBihar Podcast)Ep1 - Swati GhoshDear friends, Our root is deep from the heritage of Shishubihar. Blessed are we... thanks to Big Aunty and all our teachers who laid the foundation for us. I thought of discovering life journey of Shishubiharians... Many cross our mind but who could be the first to start with?Here I attempted to get beloved Swati-di in my first Shishubihar podcast "āĻāĻĨā§āĻĒāĻāĻĨāĻ¨". Swati-di is one of the most respected life coaches who carried the baton to enlighten others throughout her life. Please listen to the passion and dedication of Swati-di and let us know if you like it. It is a quest to know...2021-09-1258 min
Revista 5WIndia, epicentro de la pandemiaNingÃēn paÃs del mundo estaba preparado para la llegada de la pandemia, pero la India tuvo tiempo para tomar medidas antes de esta segunda ola. No lo hizo y ahora, tras superar a Brasil, es el segundo paÃs con mÃĄs casos del mundo, solo por detrÃĄs de Estados Unidos. Suma 30 millones de contagios registrados y mÃĄs de 300.000 fallecidos notificados por el Gobierno, aunque muchas voces cuestionan esos datos.
Este mes dedicamos nuestro podcast a conocer el impacto del coronavirus en la India. Para ello hablamos con Miriam AlÃa, responsable de vacunaciÃŗn y respuest...2021-06-0635 minRevista 5WIndia, epicentro de la pandemiaNingÃēn paÃs del mundo estaba preparado para la llegada de la pandemia, pero la India tuvo tiempo para tomar medidas antes de esta segunda ola. No lo hizo y ahora, tras superar a Brasil, es el segundo paÃs con mÃĄs casos del mundo, solo por detrÃĄs de Estados Unidos. Suma 30 millones de contagios registrados y mÃĄs de 300.000 fallecidos notificados por el Gobierno, aunque muchas voces cuestionan esos datos.
Este mes dedicamos nuestro podcast a conocer el impacto del coronavirus en la India. Para ello hablamos con Miriam AlÃa, responsable de vacunaciÃŗn y respuest...2021-06-0635 min
Revista 5WIndiaEn menos de una dÊcada, la India adelantarÃĄ a China y se convertirÃĄ en el paÃs mÃĄs poblado del mundo segÃēn previsiones de la ONU. MÃĄs de 1.300 millones de personas viven en este paÃs compuesto por 29 estados, mÃĄs de 22 lenguas oficiales, centenares de dialectos y multitud de religiones. Tierra de grandes imperios en el pasado e importante ruta comercial, hoy la India es la tercera economÃa mundial, aunque problemas endÊmicos como la pobreza, el analfabetismo y la desnutriciÃŗn persisten en el paÃs. TambiÊn surgen nuevos retos, como la emergencia climÃĄtic...2019-07-071h 11Revista 5WIndiaEn menos de una dÊcada, la India adelantarÃĄ a China y se convertirÃĄ en el paÃs mÃĄs poblado del mundo segÃēn previsiones de la ONU. MÃĄs de 1.300 millones de personas viven en este paÃs compuesto por 29 estados, mÃĄs de 22 lenguas oficiales, centenares de dialectos y multitud de religiones. Tierra de grandes imperios en el pasado e importante ruta comercial, hoy la India es la tercera economÃa mundial, aunque problemas endÊmicos como la pobreza, el analfabetismo y la desnutriciÃŗn persisten en el paÃs. TambiÊn surgen nuevos retos, como la emergencia climÃĄtic...2019-07-071h 11
Technology Revolution: The Future of NowPharma and Preventive Medicine: Future or Failure?The buzz: âItâs a new dawn, itâs a new dayâĻ and Iâm feeling good.â We know prevention is better than cure. But without a systematic approach, it is still up to each of us to decide whether we choose to live healthy or not. Now consider this: If life sciences companies would make prevention a core competency, then physicians, insurers, patients and pharma companies should be able to work together to broadly improve prevention and create a win-win for âevery bodyâ. But how? The experts speak. Dr. Paul Tunnah, pharmaphorum media: âAn apple a day keeps the doctor awayâ (Rust...2016-03-0253 minTechnology Revolution: The Future of NowPersonalized Medicine: Individualized for All?The buzz: Make for me healthcare. In medicine, one-size-fits-all treatments have helped save many people cost-efficiently. But for complicated illnesses like cancer, a standardized approach doesnât always work. Personalized medicine â tailored to a specific patient profile â may be the answer. It sounds promising, but will individualized therapies really work, be affordable, and be appropriate for every patient and illness? The experts speak. Barbra McGann, HfS: âThe future is a point on the horizon toward which we are headed. We canât get to the future right away because there is stuff in the way. We have to tack back and forth...2015-05-2756 min
Free Audiobook in Fiction, LiteraryThe Elephants Journey by Jose Saramago | Free AudiobookListen to full audiobooks for free on :https://hotaudiobook.com/freeTitle: The Elephants Journey
Author: Jose Saramago, Margaret Jull Costa (translator)
Narrator: Christine Williams
Format: Unabridged
Length: 5 hrs and 55 mins
Language: English
Release date: 12-20-11
Publisher: Audible Studios
Genres: Fiction, Literary
Summary:
A delightful, witty tale of friendship and adventure from prize-winning novelist Jose Saramago.
In 1551, King Joo III of Portugal gave Archduke Maximilian an unusual wedding present: an elephant named Solomon. In Jose Saramago's remarkable and imaginative retelling, Solomon and his keeper, Subhro, begin in dismal conditions, forgotten in a corner of the palace grounds.
When it occurs...2011-12-205h 55
FBC NewportDecember 5 AM, 2010 - Subhro Sircar (India)Sunday AM Service2010-12-0500 min