Excited to share that we have released RuBLiMP (Russian Benchmark of Linguistic Minimal Pairs), a novel benchmark for evaluating Russian language models (LMs).
❓RuBLiMP consists of 45,000 minimal pairs and includes 12 grammatical phenomena well-represented in Russian linguistics, covering morphology, syntax, and semantics. A minimal pair consists of a grammatical and an ungrammatical sentence (e.g., The cat is on the mat / *The cat are on the mat), and an LM is expected to prefer the grammatical one based on the scoring function.
Our approach allows to: 🔸generate minimal pairs at scale from any text domain 🔸estimate if a grammatical sentence appears in the LM's pretraining corpus
💡RuBLiMP can be used for evaluating the sensitivity of LMs to grammatical phenomena in Russian and for developing ranking and grammatical error detection methods.
Excited to share that we have released RuBLiMP (Russian Benchmark of Linguistic Minimal Pairs), a novel benchmark for evaluating Russian language models (LMs).
❓RuBLiMP consists of 45,000 minimal pairs and includes 12 grammatical phenomena well-represented in Russian linguistics, covering morphology, syntax, and semantics. A minimal pair consists of a grammatical and an ungrammatical sentence (e.g., The cat is on the mat / *The cat are on the mat), and an LM is expected to prefer the grammatical one based on the scoring function.
Our approach allows to: 🔸generate minimal pairs at scale from any text domain 🔸estimate if a grammatical sentence appears in the LM's pretraining corpus
💡RuBLiMP can be used for evaluating the sensitivity of LMs to grammatical phenomena in Russian and for developing ranking and grammatical error detection methods.
The lead from Wall Street offers little clarity as the major averages opened lower on Friday and then bounced back and forth across the unchanged line, finally finishing mixed and little changed.The Dow added 33.18 points or 0.10 percent to finish at 34,798.00, while the NASDAQ eased 4.54 points or 0.03 percent to close at 15,047.70 and the S&P 500 rose 6.50 points or 0.15 percent to end at 4,455.48. For the week, the Dow rose 0.6 percent, the NASDAQ added 0.1 percent and the S&P gained 0.5 percent.The lackluster performance on Wall Street came on uncertainty about the outlook for the markets following recent volatility.
However, analysts are positive on the stock now. “We have seen a huge downside movement in the stock due to the central electricity regulatory commission’s (CERC) order that seems to be negative from 2014-15 onwards but we cannot take a linear negative view on the stock and further downside movement on the stock is unlikely. Currently stock is underpriced. Investors can bet on it for a longer horizon," said Vivek Gupta, director research at CapitalVia Global Research.
