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Telangana land value rate revision takes effect: Key changes explained
The Telangana government has implemented revised land values for property registrations across the state from June 5, marking the first major revision in nearly a year. The new rates apply to both agricultural and non-agricultural properties. According to the government, the revision is aimed at narrowing the gap between officially notified registration values and prevailing market prices.
Easier to Mislead Than to Correct: Harmful and Beneficial Revision in LLM Conformity
arXiv:2606.01637v1 Announce Type: new Abstract: Large language models are increasingly used in multi-agent systems, where they see and respond to other agents' answers. A key risk is conformity: a model may abandon its own answer simply because others agree on a different one. Prior studies show that LLMs often revise toward a majority answer, but it remains unclear whether these revisions help correct mistakes as often as they introduce new errors.
Easier to Mislead Than to Correct: Harmful and Beneficial Revision in LLM Conformity
arXiv:2606.01637v2 Announce Type: replace Abstract: Large language models are increasingly used in multi-agent systems, where they see and respond to other agents' answers. A key risk is conformity: a model may abandon its own answer simply because others agree on a different one. Prior studies show that LLMs often revise toward a majority answer, but it remains unclear whether these revisions help correct mistakes as often as they introduce new errors.
Hungary submits revised EU recovery plan as MEPs demand transparency over €16.4bn in frozen funds
Hungary has submitted its revised Recovery and Resilience Plan to unlock billions of frozen EU funds, but MEPs are keen to make sure the post-Orbán disbursement can be properly scrutinised. Hungary has submitted its revised Recovery and Resilience Plan (RRP) to the European Commission, a spokesperson confirmed to Euronews, in a crucial step towards unlocking billions of euros in EU funds frozen over corruption concerns under the previous government. Now-prime minister Péter Magyar won...
Japan's economy cools on weak capex in Q1, revised data shows
Japan's economy cools on weak capex in Q1, revised data shows TOKYO, June 8 : Japan's economy lost momentum in the January-March quarter from the previous three months over sluggish capital expenditure, revised gross domestic product (GDP) data showed on Monday, pointing to challenges ahead due to the Middle East conflict. The GDP figures released by the Cabinet Office showed the economy expanded an annualised 1.8 per cent in the first quarter, compared with the initially estimated 2.1 per...
Revising Context, Shifting Simulated Stance: Auditing LLM-Based Stance Simulation in Online Discussions
arXiv:2606.06443v2 Announce Type: replace Abstract: Large language models are increasingly used to simulate social media users and infer how individuals may respond to online discussions. However, it remains unclear whether these simulations reflect precise user-specific beliefs or whether they are highly sensitive to semantically independent changes in conversational contexts. In this work, we study counterfactual context revision as a framework for auditing LLM-based stance simulation.
Revising Context, Shifting Simulated Stance: Auditing LLM-Based Stance Simulation in Online Discussions
arXiv:2606.06443v1 Announce Type: new Abstract: Large language models are increasingly used to simulate social media users and infer how individuals may respond to online discussions. However, it remains unclear whether these simulations reflect precise user-specific beliefs or whether they are highly sensitive to semantically independent changes in conversational contexts. In this work, we study counterfactual context revision as a framework for auditing LLM-based stance simulation.
Self-Revising Discovery Systems for Science: A Categorical Framework for Agentic Artificial Intelligence
Announce Type: new Abstract: Scientific discovery is not only answer generation but revision of the representational regime in which evidence, artifacts, operations, and verifiers are typed. We develop a category-theoretic account of agentic discovery for materials science. In a fixed regime b with schema category S_b, the system state is a copresheaf I_t: S_b -> Set, and provenance is the category of elements \int_{S_b} I_t.
'Tougher language': Why Trump sent back revised Iran deal text
Just a week after declaring a proposed agreement with Iran "largely finalised", US President Donald Trump has reportedly sent the Iran deal back for revisions, prolonging negotiations and casting fresh uncertainty over efforts to end the conflict. According to CNN, Trump requested tougher provisions on Iran's nuclear commitments and the reopening of the Strait of Hormuz during a meeting with advisers. He has also expressed concern over the extent of financial relief that could be offered to...
US pushes new Israel-Lebanon ceasefire plan; Trump revises Iran proposal
The United States has proposed a new plan aimed at reducing tensions between Israel and Lebanon as fighting continues along the border, while President Donald Trump has reportedly sent back a separate proposed agreement with Iran for further revisions. US Secretary of State Marco Rubio spoke with Lebanese President Joseph Aoun and Israeli Prime Minister Benjamin Netanyahu on diplomatic negotiations between Israel and Lebanon, a US official said on Sunday. According to the official,...