Today - 24 Jul 2026
Ten short lessons are grouped by CEFR level, with Thai support, useful phrases, and vocabulary help inside each story.
Advanced real news
Controllable video generation remains challenging due to the difficulty of specifying precise multi-object interactions using text prompts or motion-control inputs that primarily constrain pixel movement. In practice, trajectory-based control often requires users to draw accurate tracks for multiple objects, which scales poorly with scene complexity and becomes ambiguous under occlusion or overlap. To enable flexible yet precise multi-subject control, we introduce $\textbf{GraphVid}$, a graph-conditioned image-to-video generation model that enables interactive control through structured interaction graphs. We further curate $\textbf{GraphVid-Bench}$, a large-scale interaction-centric video dataset with structured relational annotations to enable training of interaction-aware video generation models. Despite using substantially less training data and fewer trainable parameters than prior motion-control methods, GraphVid delivers strong controllability and video quality. Compared with Motion-I2V, GraphVid reduces FID by up to 39.9% and FVD by 37.6%, while improving PSNR (9.87=>15.98) and SSIM (0.38=>0.61). Our results highlight the potential of structured semantic interfaces as a powerful paradigm for controllable video generation.
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
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
Medical workers in a Nairobi clinic used an AI tool to check their work. A new study evaluates the result.
Easy news
The CJP protest began with exam paper leaks. It became India's biggest student movement in years - why?
Real news close to standard article style.
Real news
B.C. first responders attended an emergency seaplane landing in the San Juan Islands region in Washington state Thursday evening. All 11 people on board were accounted for, although several had to be taken to hospital.
Real news
British Prime Minister Andy Burnham will on Friday open a new government base in Manchester dubbed "No. 10 North" in a nod to his 10 Downing Street office in London, as he seeks to shift economic decision-making away from the capital.
Advanced real news with fuller context.
Advanced real news
Controllable video generation remains challenging due to the difficulty of specifying precise multi-object interactions using text prompts or motion-control inputs that primarily constrain pixel movement. In practice, trajectory-based control often requires users to draw accurate tracks for multiple objects, which scales poorly with scene complexity and becomes ambiguous under occlusion or overlap. To enable flexible yet precise multi-subject control, we introduce $\textbf{GraphVid}$, a graph-conditioned image-to-video generation model that enables interactive control through structured interaction graphs. We further curate $\textbf{GraphVid-Bench}$, a large-scale interaction-centric video dataset with structured relational annotations to enable training of interaction-aware video generation models. Despite using substantially less training data and fewer trainable parameters than prior motion-control methods, GraphVid delivers strong controllability and video quality. Compared with Motion-I2V, GraphVid reduces FID by up to 39.9% and FVD by 37.6%, while improving PSNR (9.87=>15.98) and SSIM (0.38=>0.61). Our results highlight the potential of structured semantic interfaces as a powerful paradigm for controllable video generation.
Advanced real news
Barzilai--Borwein (BB) method has shown strong practical performance in continuous optimization, yet its convergence dynamics remains poorly understood. In particular, a central unresolved question is whether BB converges superlinearly for almost every strictly convex quadratic problem and initialization. We provide a negative answer to this question. Specifically, for every finite dimension $n\geq4$, we construct a nonempty open, hence positive-Lebesgue-measure, family of strictly convex quadratic problems and initial points for which the long Barzilai--Borwein method (BB1) converges but cannot converge root-superlinearly. More precisely, with the explicit constants $ρ_{\min}=10^{-6},ρ_{\max}=0.61$, every spectral component of the gradient is bounded above and below by the corresponding geometric sequence. Consequently, the gradient norm and the energy norm of the error satisfy two-sided geometric estimates with the same rates, while the objective gap satisfies the corresponding estimates with squared rates. In particular, all three quantities are bounded below by geometric sequences, ruling out superlinear convergence. The construction is highly nontrivial, based on a computer-assisted proof of a nonresonant, attracting seven-cycle of the projectivized BB dynamics in dimension four.
Choose another category or level.
Thursday - 23 Jul 2026
Ten short lessons are grouped by CEFR level, with Thai support, useful phrases, and vocabulary help inside each story.
Advanced real news
Whitelee Windfarm has been producing electricity for about 20 years on a stretch of moorland near Eaglesham but is reaching the end of its life.
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
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 1149 AM MDT, Doppler radar was tracking a strong thunderstorm 11 miles northwest of Trinchera, or 17 miles east of Trinidad, moving east at 15 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... Trinchera.
Easy news
Medical workers in a Nairobi clinic used an AI tool to check their work. A new study evaluates the result.
Real news close to standard article style.
Real news
Signing a nuclear pact in the Middle East is a bold move that has drawn criticism in the US and in Israel.
Real news
At least 5,700 more people than usual died in France last month during a historic heat wave, French public health officials say.
Advanced real news with fuller context.
Advanced real news
Whitelee Windfarm has been producing electricity for about 20 years on a stretch of moorland near Eaglesham but is reaching the end of its life.
Advanced real news
While some businesses plan to hold steady in the face of a new U.S. tariff threat, others are dreading what they say could be a death knell. And with specific industries likely to be hit hard, business leaders are hoping the new threats could spur momentum on a trade deal with the U.S.
Choose another category or level.
Wednesday - 22 Jul 2026
Ten short lessons are grouped by CEFR level, with Thai support, useful phrases, and vocabulary help inside each story.
Advanced real news
Low-rank adaptation introduces a static learned update applied identically to every input. The update provides task-level adaptation but does not explicitly represent token-level or instance-level state variation. A family of adapters is proposed that introduces selective state-space recurrence at two complementary granularities. At the token level, \textbf{MaLoRA} (Mamba-modulated low-rank adaptation) makes the adapter's scaling factor a dynamic input-dependent function with recurrent state across tokens, in contrast to the stateless modulators of prior work. At the context level, \textbf{MaRA} (Mamba Retrieval Adapter) tracks cross-segment state and selects the segments most relevant to the query, before the modulated language model generates its answer. Across three frozen backbones (Qwen-2.5-7B, Llama-3.1-8B, Gemma-2-9B) and two reasoning benchmarks (MuSiQue, 2WikiMultihopQA), the family improves reasoning accuracy on every cell of the $3{\times}2$ grid, by $+6.8$ F1 ($+10.5\%$ relative) on average and up to $+9.3$ F1 ($+18.2\%$ relative) on the hardest cell over the LoRA baseline, and the token-level gains carry to RULER QA-2 under length stress.
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
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
Testosterone is getting a lot of attention lately. The military just announced it will screen service members for low testosterone. Meanwhile, the Trump administration wants to expand access.
Easy news
Paramount's owners were hoping they'd be firmly in control of rival Warner Bros. Discovery by the end of this week. Monday's temporary restraining order puts that plan on hold.
Real news close to standard article style.
Real news
None of the choices facing Iran’s leaders offer a clear path to victory, as the conflict with the US continues.
Real news
The BBC finds out what is driving the sports' increasing popularity with women and what it takes to be the best.
Advanced real news with fuller context.
Advanced real news
Low-rank adaptation introduces a static learned update applied identically to every input. The update provides task-level adaptation but does not explicitly represent token-level or instance-level state variation. A family of adapters is proposed that introduces selective state-space recurrence at two complementary granularities. At the token level, \textbf{MaLoRA} (Mamba-modulated low-rank adaptation) makes the adapter's scaling factor a dynamic input-dependent function with recurrent state across tokens, in contrast to the stateless modulators of prior work. At the context level, \textbf{MaRA} (Mamba Retrieval Adapter) tracks cross-segment state and selects the segments most relevant to the query, before the modulated language model generates its answer. Across three frozen backbones (Qwen-2.5-7B, Llama-3.1-8B, Gemma-2-9B) and two reasoning benchmarks (MuSiQue, 2WikiMultihopQA), the family improves reasoning accuracy on every cell of the $3{\times}2$ grid, by $+6.8$ F1 ($+10.5\%$ relative) on average and up to $+9.3$ F1 ($+18.2\%$ relative) on the hardest cell over the LoRA baseline, and the token-level gains carry to RULER QA-2 under length stress.
Advanced real news
Supporters of India's youth-led "cockroach" movement faced police batons and tear gas as they tried to march to parliament to demand the education minister's resignation.
Choose another category or level.
Tuesday - 21 Jul 2026
Ten short lessons are grouped by CEFR level, with Thai support, useful phrases, and vocabulary help inside each story.
Advanced real news
A Seattle raccoon with an unusually short body nicknamed Jimothy has become an internet sensation after a video of the critter scampering across a field went viral.
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
Kanda prepares questions before meeting her daughter's teacher.
Practice story
Fictional learning story - not real newsเรื่องอ่านฝึกภาษา แต่งขึ้นเพื่อการเรียนภาษาอังกฤษ ไม่ใช่ข่าวจริง
Som checks the account details before sending rent money.
Real news rewritten as easy news.
Easy news
Delhi witnessed overwhelming violence on Monday, with at least 60 protesters wounded. Police said 118 of their men were also injured.
Easy news
Paramount's owners were hoping they'd be firmly in control of rival Warner Bros. Discovery by the end of this week. Monday's temporary restraining order puts that plan on hold.
Real news close to standard article style.
Real news
More than 1,000 illegal streaming sites were shut down in the US during the tournament, with a similar amount blocked in Colombia.
Real news
More than 30 American states have reported illnesses related to Cyclospora, an intestinal parasite that contaminates food that has come into contact with human feces. Here's how the investigation into the outbreak of cyclosporiasis unfolded.
Advanced real news with fuller context.
Advanced real news
A Seattle raccoon with an unusually short body nicknamed Jimothy has become an internet sensation after a video of the critter scampering across a field went viral.
Advanced real news
One of the Toronto police officers charged in the sweeping police corruption and organized crime investigation dubbed Project South pleaded guilty to two charges on Tuesday morning.
Choose another category or level.
Monday - 20 Jul 2026
Ten short lessons are grouped by CEFR level, with Thai support, useful phrases, and vocabulary help inside each story.
Advanced real news
Known as "El Mayo", the co-founder the Sinaloa Cartel was also ordered to pay $15bn after he admitted to sending vast amounts of drugs to the US.
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
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
More than three million people in the UK work night shifts, which can greatly impact their health. What can be done to help them?
Easy news
At 222 PM EDT, Doppler radar was tracking a strong thunderstorm over Warsaw, 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... Warsaw, Bowdens, Kenansville, and Sarecta.
Real news close to standard article style.
Real news
He was arrested in 2021 during Cuba's largest anti-government protests in decades and spent five years in prison.
Real news
Hundreds of lives are lost each year in Nigeria as a result of boat accidents yet nothing seems to change.
Advanced real news with fuller context.
Advanced real news
Known as "El Mayo", the co-founder the Sinaloa Cartel was also ordered to pay $15bn after he admitted to sending vast amounts of drugs to the US.
Advanced real news
For five weeks, the FIFA Men's World Cup brought big crowds, busy transit and new energy to downtown Vancouver. Now that the crowds have left, the city is weighing the tournament’s legacy, with questions about public costs, Granville Street and whether soccer momentum can be sustained in B.C.
Choose another category or level.
Sunday - 19 Jul 2026
Ten short lessons are grouped by CEFR level, with Thai support, useful phrases, and vocabulary help inside each story.
Advanced real news
The decision comes two months after President Donald Trump met with Xi Jinping, potentially warming ties ahead of Xi's expected U.S. visit.
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
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
Swifts have nested in Jerusalem's Western Wall since biblical times. Now one Israeli paraglider is trying to save them.
Easy news
More than three million people in the UK work night shifts, which can greatly impact their health. What can be done to help them?
Real news close to standard article style.
Real news
After more than 100 matches across Canada, Mexico and the United States, the FIFA World Cup 2026 is about to come to an end, cementing its legacy with highs, lows — and seemingly endless controversies. So, is this the most controversial World Cup? We talk to experts to get a sense of how this year's decisions have affected the tournament.
Real news
U.S. presidents have promised short, decisive wars in Afghanistan, Iraq and Iran. All have proved much more difficult than advertised and fallen far short of the political goals set at the beginning.
Advanced real news with fuller context.
Advanced real news
The decision comes two months after President Donald Trump met with Xi Jinping, potentially warming ties ahead of Xi's expected U.S. visit.
Advanced real news
From Chornobyl's endangered wild horses to bird nests made of drone cables, modern warfare is reshaping fragile ecosystems along Ukraine’s front lines.
Choose another category or level.
Saturday - 18 Jul 2026
Ten short lessons are grouped by CEFR level, with Thai support, useful phrases, and vocabulary help inside each story.
Advanced real news
We present SceneBind, an omni-modal representation of realistic scenes with joint semantic and 3D spatial understanding across vision, audio and language. Existing omni-modal encoders excel at instance-level semantics (i.e., what is present), but often lack explicit spatial structure (i.e., where it is). SceneBind addresses this gap by representing each scene as a semantic-spatial entity, combining a global semantic embedding with object-centric semantic-spatial slots. This representation explicitly captures object-level semantics, spatial attributes, and uncertainty. We further propose SceneBind Matching, a semantic-spatial matching scheme that integrates global scene similarity with object alignment, supporting cross-modal scene retrieval and object grounding. To train and evaluate SceneBind, we curate a novel real-world binaural audio-visual dataset with structured semantic and spatial annotations, and propose a training protocol for aligning semantic and spatial signals across modalities. SceneBind is compatible with large-scale pretrained semantic encoders, adds lightweight spatial modeling with only a few additional tokens. It achieves state-of-the-art scene and spatial retrieval while enabling strong zero-shot transfer to downstream tasks such as audio-visual localization.
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
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 114 PM EDT, severe thunderstorms were located along a line extending from Phelps to Bloomfield, moving east at 30 mph. HAZARD...60 mph wind gusts and penny size hail. SOURCE...Radar indicated. IMPACT...Expect damage to roofs, siding, and trees. Locations impacted include... Geneva, Canandaigua, Newark, Lyons, Victor, Bristol, Clifton Springs, Clyde, Phelps, and Bloomfield. This includes Interstate 90 between exits 42 and 44.
Easy news
At 115 PM EDT, a severe thunderstorm capable of producing a tornado was located near Canandaigua, moving east at 35 mph. HAZARD...Tornado. SOURCE...Radar indicated rotation. IMPACT...Flying debris will be dangerous to those caught without shelter. Mobile homes will be damaged or destroyed. Damage to roofs, windows, and vehicles will occur. Tree damage is likely. Locations impacted include... Geneva, Canandaigua, Clifton Springs, Phelps, Gorham, Manchester, Shortsville, Seneca Castle, Seneca Lake State Park, and Hall.
Real news close to standard article style.
Real news
Forecasts suggest the weather could turn more changeable during late July and August but the risk of heatwaves remains.
Real news
Footage shows a rescuer reaching a family of three stranded by floods that destroyed their house in Uvalde county.
Advanced real news with fuller context.
Advanced real news
We present SceneBind, an omni-modal representation of realistic scenes with joint semantic and 3D spatial understanding across vision, audio and language. Existing omni-modal encoders excel at instance-level semantics (i.e., what is present), but often lack explicit spatial structure (i.e., where it is). SceneBind addresses this gap by representing each scene as a semantic-spatial entity, combining a global semantic embedding with object-centric semantic-spatial slots. This representation explicitly captures object-level semantics, spatial attributes, and uncertainty. We further propose SceneBind Matching, a semantic-spatial matching scheme that integrates global scene similarity with object alignment, supporting cross-modal scene retrieval and object grounding. To train and evaluate SceneBind, we curate a novel real-world binaural audio-visual dataset with structured semantic and spatial annotations, and propose a training protocol for aligning semantic and spatial signals across modalities. SceneBind is compatible with large-scale pretrained semantic encoders, adds lightweight spatial modeling with only a few additional tokens. It achieves state-of-the-art scene and spatial retrieval while enabling strong zero-shot transfer to downstream tasks such as audio-visual localization.
Advanced real news
Healthcare multimodal AI must combine visual and textual evidence while remaining reliable and interpretable. Using MediaEval Medico 2025 as a retrospective GI endoscopy case study, we analyze design choices across nine documented systems for question answering and explanation quality. Parameter-efficient adaptation of pretrained backbones provides strong challenge performance, but answer-level gains do not consistently translate into faithful and complete clinical reasoning. Methods enforcing structured reasoning and explicit grounding show more reliable behavior across heterogeneous question types, although the evidence is correlational rather than ablation-based. These results motivate evaluation beyond lexical overlap, standardized evidence-linked explanations, leakage-aware data governance, and lightweight robustness and calibration checks. The findings support trustworthy multimodal healthcare AI based on data fusion, explainability, and resilient evaluation.
Choose another category or level.