LightNews — News, ranked by scholars

Unboxing de caixão funerário

April 30, 2026 at 11:37 PM

Torrey

@tereshkova2001.bsky.social

My day in two selfies.
Got to encourage little girls to be x-wing pilots and run seven events in seven hours. And gift Museum staff our challenge coin.

A smirking selfie of a white brunette woman in a red-orange flightsuit and white padded vest posing with the nacelle and fuselage of the M/D-21 stealth jet in the Museum of Flight.

A smugly satisfied and tired selfie in my orange RLSC racing shirt. I am resting my chin on my arm, which is on the edge of a counter with a placard reading FLIGHT DIRECTOR

May 3, 2026 at 1:08 AM

Cat mom

@akfny.bsky.social

Who else is a member of the RLSC?
(Radical Left Scum Club)?

Show of Hands

December 26, 2025 at 10:33 PM

Steven Firestine

@firesix.bsky.social

My Favorite Challenge Coin

Star Wars Celebration isn't in the cards for me this year.

But I wanted to share my favorite Challenge Coin that I had created when I was merch officer of Rebel Legion Starfighter Command.

#starwars #starwarsCelebration #challengecoin #starfighter #merch #swag #rlsc

April 16, 2025 at 5:53 PM

Er1k_D13G0ˢᶜᶜᵖ🦅

@amonmaya.bsky.social

www.youtube.com/watch?v=Rlsc...

eu daqui a poquin

YouTube video by EgoCarina

Top Trump Official QUITS & EXPOSES SHOCKING Iran REVELATION! | Mike Nellis Reacts

October 6, 2024 at 1:08 AM

TovahR 🇺🇦🏳️‍🌈🇨🇦🏳️‍⚧️🇺🇲

@tovahr.bsky.social

youtube.com/watch?v=RlsC...

Mike Nellis Reacts to Trump's Top US Counterterrorism Official Joe Kent QUITTING over war in Iran!
.

YouTube video by Mike Nellis

LEAKED: Heavily Edited Trump 60 Minutes Comments RELEASED!! | The Kyle Kulinski Show

March 17, 2026 at 5:40 PM

Corruption in politics

@anita2surf.bsky.social

youtube.com/watch?v=rlsc...
So Kamala can't give bad answers and editing but Trump can plus sue...

youtube.com/watch?v=RlsC...

April 30, 2026 at 11:03 PM

+RJ Owles

@bishoprj.bsky.social

Evening Prayer 09/04/2026

YouTube video by Bishop RJ, Champion of the Least of These

LEAKED: Heavily Edited Trump 60 Minutes Comments RELEASED!! | The Kyle Kulinski Show

September 4, 2026 at 10:05 PM

Paper

@paper.bsky.social

2506.06395
大規模言語モデル(LLM)は推論に優れているが、タスクのゴールとその動作を一致させるためには、事後学習が重要である。既存の強化学習（RL）手法は、多くの場合、コストのかかる人間のアノテーションや外部の報酬モデルに依存している。私たちは、ラベル、選好モデル、報酬工学の必要性を排除し、報酬シグナ...

大規模言語モデル(LLM)は推論に優れているが、タスクのゴールとその動作を一致させるためには、事後学習が重要である。

既存の強化学習（RL）手法は、多くの場合、コストのかかる人間のアノテーションや外部の報酬モデルに依存している。

私たちは、ラベル、選好モデル、報酬工学の必要性を排除し、報酬シグナルとしてモデル自身の自信を使用する、自己信頼による強化学習（RLSC）を提案する。

Qwen2.5-Math-7Bに、1問あたり16サンプル、10または20のトレーニングステップのみを適用した場合、RLSCはAIME2024で+13.4%、MATH500で+21.2%、Minerva Mathで+21.7%、Olympiadbenchで+20.8%、AMC23で+9.7%精度を向上させた。

RLSCは、推論モデルのためのシンプルでスケーラブルなポストトレーニングメソッドを提供する。

July 1, 2025 at 12:07 AM

Paper

@paper.bsky.social

[28/30] 170 Likes, 20 Comments, 2 Posts
2506.06395, cs․CL | cs․LG, 11 Jun 2025

🆕Confidence Is All You Need: Few-Shot RL Fine-Tuning of Language Models

Pengyi Li, Matvey Skripkin, Alexander Zubrey, Andrey Kuznetsov, Ivan Oseledets

Large language models (LLMs) excel at reasoning, yet post-training remains critical for aligning their behavior with task goals.

Existing reinforcement learning (RL) methods often depend on costly human annotations or external reward models.

We propose Reinforcement Learning via Self-Confidence (RLSC), which uses the model's own confidence as reward signals-eliminating the need for labels, preference models, or reward engineering.

Applied to Qwen2.5-Math-7B with only 16 samples per question and 10 or 20 training steps, RLSC improves accuracy by +13.4% on AIME2024, +21.2% on MATH500, +21.7% on Minerva Math, +20.8% on Olympiadbench, and +9.7% on AMC23.

RLSC provides a simple, scalable post-training method for inference models, requiring only a small number of samples and unlabelled supervision.

July 1, 2025 at 12:06 AM

G-Dub

@geowillikers.bsky.social

www.youtube.com/watch?v=rlsc...

CBS and 60 Minutes (Bari Weiss) deceptively edit Trump's interview with Norah O'Donnell last weekend.

2026 Pre-Budget Submission to Ministry of Finance

May 4, 2026 at 11:47 PM

Mike

@brechinbrae220031.bsky.social

Rescue Lake Simcoe Coalition - 2026 Pre-Budget Submission to Ministry of Finance
rescuelakesimcoe.org/2026/01/19/2...

Dear Minister Bethlenfalvy and Minister Mulroney: I am writing on behalf of the Rescue Lake Simcoe Coalition (RLSC) to contribute to the Province’s 2026 Budget consultations. At the outset, I wou...

rescuelakesimcoe.org

January 22, 2026 at 4:16 AM

Mike

@brechinbrae220031.bsky.social

After a decade, Claire Malcolmson is stepping down as Executive Director of Rescue Lake Simcoe Coalition (RLSC). Her tenure leaves a lasting mark on the organization & broader movement to protect Ontario’s largest inland lake.
rescuelakesimcoe.org/press-releas... via @RescueLakeSimc1

Press Releases - Rescue Lake Simcoe Coalition

Stay up to date and read about RLSC in the media over the years.

rescuelakesimcoe.org

July 14, 2025 at 3:41 PM

Ben Nelson

@bennelson.bsky.social

LEAKED: Heavily Edited Trump 60 Minutes Comments RELEASED!! www.youtube.com/watch?v=rlsc...

LEAKED: Heavily Edited Trump 60 Minutes Comments RELEASED!! | The Kyle Kulinski Show

www.youtube.com/watch?v=rlsc...

May 5, 2026 at 5:01 AM

Albert Pavia

@eipito.bsky.social

Yo tenía muchas ganas de ver qué podían hacer con RlSC-V a nivel computacional pero parece ser que se están echando para atrás...

March 13, 2025 at 4:24 PM

Johari Menelik Frasier

@joharifrasier.bsky.social

Truly, being managing editor of RLSC and working with these 45 other people has been one of the, if not the, highlights of my law school career.

November 13, 2024 at 2:20 PM

CLAWSofGrrrr

@clawsofgrrrr.bsky.social

LEAKED: Heavily Edited Trump 60 Minutes Comments RELEASED!! | The Kyle Kulinski Show

『仮面ライダーガッチャード』キックソング(挿入歌) 戦闘シーンで流れる「Rising Fighter」のライブ映像MVを公開！ Streaming & Download▶ Beverly「Rising Fighter」（『仮面ライダーガッチャード』挿入歌） https://avex.lnk.to/KR_GOTCHARD_KICKSONG 【ワンマンライブ】 LIVE2024 ～Beverly Birthday Special GIG～公演日：2024年6月9日(日) 会場：代々木 LIVE STUDIO LODGE 〒151-0053 東京都渋谷区代々木１丁目３０−１代々木パークビル B1 https://live-lodge.jp/access 時間：開場16:30 / 開演17:00 チケット販売中⇒ イープラス https://eplus.jp/sf/detail/2304550001-P0030025P021001?P1=1221 チケットぴあ https://t.pia.jp/pia/ticketInformation.do?eventCd=2407171&rlsCd=001&lotRlsCd= ローソンチケット https://l-tike.com/order/?gLcode=71798&gPfKey=20240220000001634829&gEntryMthd=02&gScheduleNo=1&gCarrierCd=08&gPfName=%EF%BC%A2%EF%BD%85%EF%BD%96%EF%BD%85%EF%BD%92%EF%BD%8C%EF%BD%99&gBaseVenueCd=33403 2023年は、小室哲哉さん、YOSHIKIさん、そして自身のワンマンとLIVE尽くめのBeverly。数々のライブの余韻が楽しめる貴重音源をリリース中！ https://avex.jp/beverly/discography/ Beverly YouTube（メンバーシップ受付中）▶ https://www.youtube.com/@Beverly_official X Beverly（ビバリー） (@Beverly_avex) on X Instagram https://www.instagram.com/beverly_official_/ Threads https://www.threads.net/@beverly_official_ #令和仮面ライダー #東映特撮 #仮面ライダー

May 1, 2026 at 9:44 PM

ゴゴビバ

@55beverly.bsky.social

自分を奮い立たせたいときにお薦め。
毎日、朝から聞いてます。
youtu.be/UlL2hpEQFps?...

Beverly / Rising Fighter

youtu.be

April 2, 2024 at 1:46 PM

fjmendez.bsky.social

@fjmendez.bsky.social

youtube.com/watch?v=rlsc...

LEAKED: Heavily Edited Trump 60 Minutes Comments RELEASED!! | The Kyle Kulinski Show

LEAKED: Heavily Edited Trump 60 Minutes Comments RELEASED!! | The Kyle Kulinski Show

May 1, 2026 at 9:00 PM

Corruption in politics

@anita2surf.bsky.social

youtube.com/watch?v=rlsc...

A focus group of Trump supporters showed 9 out of 12 Maga think Trump is a "horror show" and regret their having voted for him .