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.+This+paper+proposes+a+novel+approach+using+Large+Language+Models+(LLMs)+to+systematically+extract+and+analyze+the+event+chain+within+TCE%252C+characterized+by+their+key+points+and+timestamps.+We+establish+a+benchmark%252C+named+TCELongBench%252C+to+evaluate+the+proficiency+of+LLMs+in+handling+temporal+dynamics+and+understanding+extensive+text.+This+benchmark+encompasses+three+distinct+tasks+-+reading+comprehension%252C+temporal+sequencing%252C+and+future+event+forecasting.+In+the+experiment%252C+we+leverage+retrieval-augmented+generation+(RAG)+method+and+LLMs+with+long+context+window+to+deal+with+lengthy+news+articles+of+TCE.+Our+findings+indicate+that+models+with+suitable+retrievers+exhibit+comparable+performance+with+those+utilizing+long+context+window.&cdnurl=https%3a%2f%2fth.bing.com%2fth%2fid%2fR.1804457498b18229bbe54d712e1b93e1%3frik%3d3vR%252frE9V7XTEsQ%26pid%3dImgRaw%26r%3d0&exph=630&expw=1200&q=Temporal+and+Complex+Variable&FORM=IRPRST&ck=375AD235A815CD8E87998FD407CDAB7C&selectedIndex=12&itb=0)
