Today - 29 Aug 2026
Ten short lessons are grouped by CEFR level, with Thai support, useful phrases, and vocabulary help inside each story.
Advanced real news
Air Canada announced an expanded mobility aid policy Friday that will allow customers to bring up to three mobility aids free of charge.
Simple daily-life practice stories for first-step reading.
Practice story
Fictional learning story - not real newsเรื่องอ่านฝึกภาษา แต่งขึ้นเพื่อการเรียนภาษาอังกฤษ ไม่ใช่ข่าวจริง
Nina waits in the right place to meet her son after school.
Practice story
Fictional learning story - not real newsเรื่องอ่านฝึกภาษา แต่งขึ้นเพื่อการเรียนภาษาอังกฤษ ไม่ใช่ข่าวจริง
Wit takes a short walk after dinner.
Longer daily-life practice for common situations.
Practice story
Fictional learning story - not real newsเรื่องอ่านฝึกภาษา แต่งขึ้นเพื่อการเรียนภาษาอังกฤษ ไม่ใช่ข่าวจริง
Ploy finds another safe way home after missing her bus.
Practice story
Fictional learning story - not real newsเรื่องอ่านฝึกภาษา แต่งขึ้นเพื่อการเรียนภาษาอังกฤษ ไม่ใช่ข่าวจริง
Niran returns a shirt after discovering that the size is wrong.
Real news rewritten as easy news.
Easy news
At 108 PM MDT, Doppler radar was tracking a strong thunderstorm near Delta, moving northeast at 40 mph. HAZARD...Wind gusts of 50 to 55 mph and half inch hail. SOURCE...Radar indicated. IMPACT...Gusty winds could knock down tree limbs and blow around unsecured objects. Minor damage to outdoor objects is possible. Locations impacted include... Delta, Levan, Oak City, Leamington, Lynndyl, Sutherland, Mills, and Yuba Lake State Park. This includes the following highways... Interstate 15 between mile markers 196 and 218. US Route 6 between mile markers 86 and 109. US Route 50 between mile markers 90 and 101.
Easy news
At 125 PM MDT, a severe thunderstorm was located 16 miles northwest of Fillmore, moving northeast at 40 mph. HAZARD...60 mph wind gusts. SOURCE...Radar indicated. IMPACT...Expect damage to roofs, siding, and trees. Locations impacted include... Holden, Greenwood, and Mc Cornick. This includes the following highways... Interstate 15 between mile markers 171 and 178. US Route 50 between mile markers 93 and 119.
Real news close to standard article style.
Real news
Haakon VIII pays emotional tribute to his late father, Harald V, before outlining how he wishes to reign.
Real news
Some of the most dramatic footage from the deadly flash flooding is hidden from public view in China.
Advanced real news with fuller context.
Advanced real news
Air Canada announced an expanded mobility aid policy Friday that will allow customers to bring up to three mobility aids free of charge.
Advanced real news
The weather will remain unsettled across the next few days with showers, longer spells of rain and thunderstorms all likely at times across the weekend.
Choose another category or level.
Friday - 28 Aug 2026
Ten short lessons are grouped by CEFR level, with Thai support, useful phrases, and vocabulary help inside each story.
Advanced real news
Reinforcement Learning with Verifiable Rewards (RLVR) significantly improves LLM reasoning but often causes a drop in policy entropy, leading to narrowed reasoning coverage and degraded pass@$k$ for large $k$. While existing methods mitigate this entropy collapse through algorithmic regularizations, cross-model non-parametric perturbation is also neglected. In this work, we propose a simple yet effective approach to preserve the generative diversity of LLMs during RLVR. Instead of relying solely on internal exploration, we force the target model to generate answers based on partial reasoning trajectories generated by a smaller, weaker language models. These unfamiliar prefixes effectively disrupt over-confidence and encourage the exploration of distinct reasoning paths. We empirically study the potential of outer prefixes, revealing the mechanism of the impact of distributional discrepancy to the exploration dynamics in RLVR training. Experiments across multiple mathematical benchmarks show that our method consistently outperforms vanilla RLVR. Notably, the performance gain becomes increasingly pronounced as $k$ scales up, demonstrating a substantial expansion of reasoning coverage. Furthermore, our approach efficiently mitigates entropy collapse without requiring additional SFT, intricate reward designs, or complex prompting.
Simple daily-life practice stories for first-step reading.
Practice story
Fictional learning story - not real newsเรื่องอ่านฝึกภาษา แต่งขึ้นเพื่อการเรียนภาษาอังกฤษ ไม่ใช่ข่าวจริง
Lina cleans the kitchen safely after a cup breaks.
Practice story
Fictional learning story - not real newsเรื่องอ่านฝึกภาษา แต่งขึ้นเพื่อการเรียนภาษาอังกฤษ ไม่ใช่ข่าวจริง
Joe leaves home early and reaches work before the meeting.
Longer daily-life practice for common situations.
Practice story
Fictional learning story - not real newsเรื่องอ่านฝึกภาษา แต่งขึ้นเพื่อการเรียนภาษาอังกฤษ ไม่ใช่ข่าวจริง
Fah asks a coworker to exchange shifts so she can attend a family event.
Practice story
Fictional learning story - not real newsเรื่องอ่านฝึกภาษา แต่งขึ้นเพื่อการเรียนภาษาอังกฤษ ไม่ใช่ข่าวจริง
Arun calls a clinic and chooses an appointment that fits his work schedule.
Real news rewritten as easy news.
Easy news
At 624 PM MDT, Doppler radar was tracking a strong thunderstorm 14 miles west of Twin Bridges, or 21 miles west of Sheridan, moving northeast at 20 mph. HAZARD...Wind gusts up to 40 mph. SOURCE...Radar indicated. IMPACT...Gusty winds could knock down tree limbs and blow around unsecured objects. Locations impacted include... Twin Bridges, Melrose, and Glen.
Easy news
At 729 PM CDT, Doppler radar was tracking a strong thunderstorm 10 miles north of Loma Alta, or 13 miles south of Tilden, moving southwest at 20 mph. HAZARD...Wind gusts up to 50 mph and penny size hail. SOURCE...Radar indicated. IMPACT...Gusty winds could knock down tree limbs and blow around unsecured objects. Minor hail damage to vegetation is possible. Locations impacted include... Loma Alta.
Real news close to standard article style.
Real news
Iraqi Kurdistan fears the Trump administration's plan will make the region more vulnerable to further attacks from Iran.
Real news
The performers are asking the government to give every person in the UK a legal right to own their voice.
Advanced real news with fuller context.
Advanced real news
Reinforcement Learning with Verifiable Rewards (RLVR) significantly improves LLM reasoning but often causes a drop in policy entropy, leading to narrowed reasoning coverage and degraded pass@$k$ for large $k$. While existing methods mitigate this entropy collapse through algorithmic regularizations, cross-model non-parametric perturbation is also neglected. In this work, we propose a simple yet effective approach to preserve the generative diversity of LLMs during RLVR. Instead of relying solely on internal exploration, we force the target model to generate answers based on partial reasoning trajectories generated by a smaller, weaker language models. These unfamiliar prefixes effectively disrupt over-confidence and encourage the exploration of distinct reasoning paths. We empirically study the potential of outer prefixes, revealing the mechanism of the impact of distributional discrepancy to the exploration dynamics in RLVR training. Experiments across multiple mathematical benchmarks show that our method consistently outperforms vanilla RLVR. Notably, the performance gain becomes increasingly pronounced as $k$ scales up, demonstrating a substantial expansion of reasoning coverage. Furthermore, our approach efficiently mitigates entropy collapse without requiring additional SFT, intricate reward designs, or complex prompting.
Advanced real news
Sanctions ordering Calgary-based Sunshine Oilsands Ltd. to shut down and permanently decommission its West Ells project have been upheld on appeal. The operator wanted the operations back but the regulator was not convinced the company has the resources to fix its operational problems.
Choose another category or level.
Thursday - 27 Aug 2026
Ten short lessons are grouped by CEFR level, with Thai support, useful phrases, and vocabulary help inside each story.
Advanced real news
Deep neural networks often exploit spurious associations in their training data, a failure known as shortcut learning. Concept-based explainability methods screen for shortcuts by testing whether concepts such as a patient's sex or scanner settings can be decoded from a network layer. Because each concept is evaluated in isolation, these methods can mistake correlations between concepts as evidence that the model uses them. We introduce ICON decomposition, which instead quantifies how much of a layer's variance each concept explains after accounting for all other concepts and the outcome. On synthetic data with known ground truth, ICON recovers concept importance more accurately than seven alternative baseline methods. On skin-lesion and brain-imaging models, it isolates the concepts on which a model genuinely relies, quantifies the representation unexplained by any of the supplied concepts, and yields sparse explanations that we validate by retraining and out-of-distribution testing.
Simple daily-life practice stories for first-step reading.
Practice story
Fictional learning story - not real newsเรื่องอ่านฝึกภาษา แต่งขึ้นเพื่อการเรียนภาษาอังกฤษ ไม่ใช่ข่าวจริง
May checks her change after buying bananas.
Practice story
Fictional learning story - not real newsเรื่องอ่านฝึกภาษา แต่งขึ้นเพื่อการเรียนภาษาอังกฤษ ไม่ใช่ข่าวจริง
Ben asks the pharmacist for help with a small cut.
Longer daily-life practice for common situations.
Practice story
Fictional learning story - not real newsเรื่องอ่านฝึกภาษา แต่งขึ้นเพื่อการเรียนภาษาอังกฤษ ไม่ใช่ข่าวจริง
Beam asks the school office about a section of a form she does not understand.
Practice story
Fictional learning story - not real newsเรื่องอ่านฝึกภาษา แต่งขึ้นเพื่อการเรียนภาษาอังกฤษ ไม่ใช่ข่าวจริง
Noi contacts the bank quickly after an ATM keeps her card.
Real news rewritten as easy news.
Easy news
At 558 PM MST, a severe thunderstorm was located over Oracle, moving west at 5 mph. HAZARD...60 mph wind gusts and quarter size hail. SOURCE...Radar indicated. IMPACT...Hail damage to vehicles is expected. Expect wind damage to roofs, siding, and trees. Locations impacted include... Oracle, San Manuel, Campo Bonito and Biosphere 2. This includes Route 77 between mile markers 94 and 112.
Easy news
The Toronto Raptors will retire Kyle Lowry's No. 7 following their Jan. 10 game against the Philadelphia 76ers.
Real news close to standard article style.
Real news
At 853 PM EDT, a severe thunderstorm was located over Kingwood, moving east at 20 mph. HAZARD...60 mph wind gusts. SOURCE...Radar indicated. IMPACT...Expect damage to roofs, siding, and trees. Locations impacted include... Kingwood, Terra Alta, Albright and Cranesville.
Real news
Many of the missing are foreign tourists after deadly floods hit the Nepal-Tibet border, sweeping away entire villages.
Advanced real news with fuller context.
Advanced real news
Deep neural networks often exploit spurious associations in their training data, a failure known as shortcut learning. Concept-based explainability methods screen for shortcuts by testing whether concepts such as a patient's sex or scanner settings can be decoded from a network layer. Because each concept is evaluated in isolation, these methods can mistake correlations between concepts as evidence that the model uses them. We introduce ICON decomposition, which instead quantifies how much of a layer's variance each concept explains after accounting for all other concepts and the outcome. On synthetic data with known ground truth, ICON recovers concept importance more accurately than seven alternative baseline methods. On skin-lesion and brain-imaging models, it isolates the concepts on which a model genuinely relies, quantifies the representation unexplained by any of the supplied concepts, and yields sparse explanations that we validate by retraining and out-of-distribution testing.
Advanced real news
Enbridge Inc. has signed a deal with KKR and Apollo to form a joint venture to help fund the expansion of its Westcoast natural gas pipeline system.
Choose another category or level.
Wednesday - 26 Aug 2026
Ten short lessons are grouped by CEFR level, with Thai support, useful phrases, and vocabulary help inside each story.
Advanced real news
This illustrated guide has evidence-backed advice on how to support fertility for both men and women, including which foods to eat and which activities to avoid.
Simple daily-life practice stories for first-step reading.
Practice story
Fictional learning story - not real newsเรื่องอ่านฝึกภาษา แต่งขึ้นเพื่อการเรียนภาษาอังกฤษ ไม่ใช่ข่าวจริง
Suda welcomes the new person who moves next door.
Practice story
Fictional learning story - not real newsเรื่องอ่านฝึกภาษา แต่งขึ้นเพื่อการเรียนภาษาอังกฤษ ไม่ใช่ข่าวจริง
Anan brings his clean clothes inside before rain arrives.
Longer daily-life practice for common situations.
Practice story
Fictional learning story - not real newsเรื่องอ่านฝึกภาษา แต่งขึ้นเพื่อการเรียนภาษาอังกฤษ ไม่ใช่ข่าวจริง
Golf explains a phone problem and asks about the repair cost.
Practice story
Fictional learning story - not real newsเรื่องอ่านฝึกภาษา แต่งขึ้นเพื่อการเรียนภาษาอังกฤษ ไม่ใช่ข่าวจริง
Fern checks her booking details and asks about breakfast at a hotel.
Real news rewritten as easy news.
Easy news
At 1245 PM CDT, Doppler radar was tracking a strong thunderstorm near Gainesville, or 13 miles north of Livingston, moving east at 15 mph. HAZARD...Wind gusts up to 40 mph. SOURCE...Radar indicated. IMPACT...Gusty winds could knock down tree limbs and blow around unsecured objects. Locations impacted include... Gainesville, Epes, Emelle, and Sumterville. This includes Interstate 59 between mile markers 20 and 27.
Easy news
At 150 PM EDT, Doppler radar was tracking a strong thunderstorm over North River Shores, or near Jensen Beach. This thunderstorm was nearly stationary. HAZARD...Wind gusts up to 50 mph and pea size hail. SOURCE...Radar indicated. IMPACT...Gusty winds could knock down tree limbs and blow around unsecured objects. Minor hail damage to vegetation is possible. Locations impacted include... Port Saint Lucie, Stuart, Jensen Beach, Palm City, and North River Shores.
Real news close to standard article style.
Real news
The polar bear image taken by Audun Rikardsen was among the 'highly commended' entries in this year's competition.
Real news
Canada is set to impose retaliatory tariffs on $27.6 billion worth of U.S. goods starting Sept. 8. For some Canadian businesses, these counter-tariffs stand to drive up the costs of the things they make, which could be another difficult blow for companies at a time when many are already impacted by the ongoing trade war with the United States.
Advanced real news with fuller context.
Advanced real news
This illustrated guide has evidence-backed advice on how to support fertility for both men and women, including which foods to eat and which activities to avoid.
Advanced real news
The social media giant is being sued by four states who allege it designed Facebook and Instagram to hook kids — and lied to the public about the risks.
Choose another category or level.
Tuesday - 25 Aug 2026
Ten short lessons are grouped by CEFR level, with Thai support, useful phrases, and vocabulary help inside each story.
Advanced real news
At 1258 PM EDT, Doppler radar was tracking a strong thunderstorm near Cross Creek, or 9 miles northwest of Citra, moving northeast at 20 mph. HAZARD...Wind gusts around 40 mph and pea size hail. SOURCE...Radar indicated. IMPACT...Gusty winds could knock down tree limbs and blow around unsecured objects. Minor hail damage to vegetation is possible. Locations impacted include... Cross Creek, Rochelle, Micanopy, McIntosh, Lochloosa, and Grove Park.
Simple daily-life practice stories for first-step reading.
Practice story
Fictional learning story - not real newsเรื่องอ่านฝึกภาษา แต่งขึ้นเพื่อการเรียนภาษาอังกฤษ ไม่ใช่ข่าวจริง
Dao returns a library book on her way home.
Practice story
Fictional learning story - not real newsเรื่องอ่านฝึกภาษา แต่งขึ้นเพื่อการเรียนภาษาอังกฤษ ไม่ใช่ข่าวจริง
Kiet charges his phone before an important call.
Longer daily-life practice for common situations.
Practice story
Fictional learning story - not real newsเรื่องอ่านฝึกภาษา แต่งขึ้นเพื่อการเรียนภาษาอังกฤษ ไม่ใช่ข่าวจริง
Dan changes his train after learning that his meeting will end late.
Practice story
Fictional learning story - not real newsเรื่องอ่านฝึกภาษา แต่งขึ้นเพื่อการเรียนภาษาอังกฤษ ไม่ใช่ข่าวจริง
Yui prepares a parcel and chooses a delivery option at the post office.
Real news rewritten as easy news.
Easy news
Candida Hadley's wallet was stolen from a north-end Halifax café. After that came the fraudulent phone calls that ended up costing her $1,200.
Easy news
A Marine Weather Statement has been issued for the following areas... Coastal waters from Fernandina Beach to St. Augustine FL out 20 NM... Coastal waters from St. Augustine to Flagler Beach FL out 20 NM... At 1220 PM EDT, Doppler radar indicated a strong thunderstorm, capable of producing winds to around 30 knots. This thunderstorm was located over Guana River State Park, or 12 nm north of Saint Augustine, moving east at 10 knots.
Real news close to standard article style.
Real news
The former police officer, whose crime reignited the debate about US police brutality, was undergoing treatment for cancer.
Real news
The move comes weeks after a DJ admitted using AI to remix a Madonna song that topped the Australian charts.
Advanced real news with fuller context.
Advanced real news
At 1258 PM EDT, Doppler radar was tracking a strong thunderstorm near Cross Creek, or 9 miles northwest of Citra, moving northeast at 20 mph. HAZARD...Wind gusts around 40 mph and pea size hail. SOURCE...Radar indicated. IMPACT...Gusty winds could knock down tree limbs and blow around unsecured objects. Minor hail damage to vegetation is possible. Locations impacted include... Cross Creek, Rochelle, Micanopy, McIntosh, Lochloosa, and Grove Park.
Advanced real news
A new study finds that an all-out sprint may have unique benefits when it comes to the proteins and tiny molecules in your bloodstream.
Choose another category or level.
Monday - 24 Aug 2026
Ten short lessons are grouped by CEFR level, with Thai support, useful phrases, and vocabulary help inside each story.
Advanced real news
Data from the Alberta government indicates 40 grizzlies were killed by people in 2024, with 21 of those bears killed by law enforcement. Those are the highest grizzly bear mortality numbers of any year on record, and the only year in which more than half of the total deaths were carried out by law enforcement.
Simple daily-life practice stories for first-step reading.
Practice story
Fictional learning story - not real newsเรื่องอ่านฝึกภาษา แต่งขึ้นเพื่อการเรียนภาษาอังกฤษ ไม่ใช่ข่าวจริง
Pim finds the lunch box that she left at home.
Practice story
Fictional learning story - not real newsเรื่องอ่านฝึกภาษา แต่งขึ้นเพื่อการเรียนภาษาอังกฤษ ไม่ใช่ข่าวจริง
Ton remembers his raincoat before he leaves the office.
Longer daily-life practice for common situations.
Practice story
Fictional learning story - not real newsเรื่องอ่านฝึกภาษา แต่งขึ้นเพื่อการเรียนภาษาอังกฤษ ไม่ใช่ข่าวจริง
Pat moves an appointment after his work schedule changes.
Practice story
Fictional learning story - not real newsเรื่องอ่านฝึกภาษา แต่งขึ้นเพื่อการเรียนภาษาอังกฤษ ไม่ใช่ข่าวจริง
Mee gives clear directions when a delivery driver cannot find her building.
Real news rewritten as easy news.
Easy news
At 1137 AM CDT, Doppler radar was tracking a strong thunderstorm over Morton, moving east at 15 mph. HAZARD...Wind gusts up to 40 mph. SOURCE...Radar indicated. IMPACT...Gusty winds could knock down tree limbs and blow around unsecured objects. This strong thunderstorm will be near... Morton and Pulaski around 1140 AM CDT.
Easy news
On the night of Aug. 27-28, a partial lunar eclipse will be visible across the country. Here's when to see it.
Real news close to standard article style.
Real news
At 1132 AM CDT, Doppler radar was tracking a strong thunderstorm over Arm, or 7 miles east of Monticello, moving southeast at 20 mph. HAZARD...Wind gusts up to 40 mph. SOURCE...Radar indicated. IMPACT...Gusty winds could knock down tree limbs and blow around unsecured objects. This strong thunderstorm will be near... Oak Vale, Society Hill, and Tilton around 1140 AM CDT. Goss around 1145 AM CDT. Holly Springs around 1155 AM CDT.
Real news
The nation's uninsured rate hit a historical low when Xavier Becerra was health secretary. Now he wants to be California's next governor as Trump's actions have driven people off health insurance.
Advanced real news with fuller context.
Advanced real news
Data from the Alberta government indicates 40 grizzlies were killed by people in 2024, with 21 of those bears killed by law enforcement. Those are the highest grizzly bear mortality numbers of any year on record, and the only year in which more than half of the total deaths were carried out by law enforcement.
Advanced real news
A new study finds that an all-out sprint may have unique benefits when it comes to the proteins and tiny molecules in your bloodstream.
Choose another category or level.
Sunday - 23 Aug 2026
Ten short lessons are grouped by CEFR level, with Thai support, useful phrases, and vocabulary help inside each story.
Advanced real news
Churchill, Man., residents are welcoming findings suggesting a longer shipping season is possible but say any expansion must weigh the impacts on tourism and the environment.
Simple daily-life practice stories for first-step reading.
Practice story
Fictional learning story - not real newsเรื่องอ่านฝึกภาษา แต่งขึ้นเพื่อการเรียนภาษาอังกฤษ ไม่ใช่ข่าวจริง
Mali uses a short list to buy food for dinner.
Practice story
Fictional learning story - not real newsเรื่องอ่านฝึกภาษา แต่งขึ้นเพื่อการเรียนภาษาอังกฤษ ไม่ใช่ข่าวจริง
Nok learns how to add money to her bus card before work.
Longer daily-life practice for common situations.
Practice story
Fictional learning story - not real newsเรื่องอ่านฝึกภาษา แต่งขึ้นเพื่อการเรียนภาษาอังกฤษ ไม่ใช่ข่าวจริง
Jane politely checks an order when one dish does not arrive.
Practice story
Fictional learning story - not real newsเรื่องอ่านฝึกภาษา แต่งขึ้นเพื่อการเรียนภาษาอังกฤษ ไม่ใช่ข่าวจริง
Lek reports a leak clearly and helps the landlord arrange a repair.
Real news rewritten as easy news.
Easy news
At 1232 PM EDT, Doppler radar was tracking a strong thunderstorm over Watkins Glen, moving northeast at 40 mph. HAZARD...Wind gusts up to 40 mph and pea size hail. SOURCE...Radar indicated. IMPACT...Gusty winds could knock down tree limbs and blow around unsecured objects. Minor hail damage to vegetation is possible. Locations impacted include... Hector, Lansing, Enfield, Covert, Ledyard, Watkins Glen, Trumansburg, Montour Falls, Interlaken, and Burdett.
Easy news
The U.S. has now imposed 50% tariffs on $20 billion worth of Canadian products. Prime Minister Mark Carney says Canada will match those tariffs "dollar for dollar" starting Sept. 8.
Real news close to standard article style.
Real news
The defence brought their final witness - a forensic psychiatrist - to the stand to testify about the effects of postpartum psychosis.
Real news
In the town of Gary, where a third of residents live in poverty, people say they have been living in "survival mode".
Advanced real news with fuller context.
Advanced real news
Churchill, Man., residents are welcoming findings suggesting a longer shipping season is possible but say any expansion must weigh the impacts on tourism and the environment.
Advanced real news
A nonprofit and a local public health agency are subsidizing marketplace health insurance for Austin musicians , even as rising healthcare costs make the program more expensive.
Choose another category or level.