Decoding Strategies

Count-based Trigram Model

[Greedy] (Perplexity: 173.04)
another year has been also carried on by public armed ships to the united states a great consolation that it is our duty and our harbors and jurisdiction infringements on the 30th day of september last have amounted to near 15m which have been recently made into the mediterranean fund instead thereof an equal footing with that of the united states a great consolation that it is our duty and our harbors and jurisdiction infringements on the 30th day of september last

[Beam Search (w=3)] (Perplexity: 111.27)
another year will be laid before you by the secretary of the united states a great portion of the united states a great portion of the united states a great portion of the united states a great portion of the united states a great portion of the united states a great portion of the united states a great portion of the united states a great portion of the united states a great portion of the united states a great portion of the

[Top-K (K=5)] (Perplexity: 2587.63)
another year has come around and finds 'accounts 'an 'agriculture 'agriculture 'accounts 'an 'among 'among 'an 'an 'among 'an 'a 'agriculture 'agriculture 'a 'accounts 'accounts 'agriculture 'accounts 'a 'agriculture 'among 'agriculture 'accounts 'agriculture 'a 'among 'an 'an 'among 'agriculture 'an 'among 'an 'an 'an 'among 'an 'accounts 'accounts 'accounts 'accounts 'a 'among 'among 'a 'a 'agriculture 'accounts 'a 'accounts 'a 'a 'an 'a 'accounts 'a 'accounts 'a 'an 'among 'accounts 'a 'accounts 'agriculture 'an 'an 'among 'accounts 'among 'a 'a 'accounts 'agriculture

[Nucleus (p=0.9)] (Perplexity: 3005.25)
another year accountabilities injury merit availed suggest behavior anticipate june expenditures offer spread auctions difficulties charged manifesting expenditures safe strengthens unite 1802 sea' discernment purpose saving inhabitants promptness navyyards inland humanity prevented consequence administration members stream standing if condemnations retain identifying sacrifice carriages quarantines as accurate shorter representatives shows remain neutrals offender will' direction touch farms undefined navigation provisions position' prevent watched alleged serve facts alien guarding 600 removing sustained includes uncertain because yet numbers advantage advancing tripolitan 15m rapidity did forever
Neural Trigram Model

[Greedy] (Perplexity: 8.47)
another year of the united states the country of the united states the country of the united states the country of the united states the country of the united states the country of the united states the country of the united states the country of the united states the country of the united states the country of the united states the country of the united states the country of the united states the country of the united states the country of the

[Beam Search (w=3)] (Perplexity: 6.77)
another year of the united of the country of the united of the country of the united of the country of the united of the country of the united of the country of the united of the country of the united of the country of the united of the country of the united of the country of the united of the country of the united of the country of the united of the country of the united of the country of the

[Top-K (K=5)] (Perplexity: 11.86)
another year of the mississippi of the country and a to a of the country of the country of the country in the mediterranean of the public of their country and the country of our country to the public of that and of the country of our citizens the same of the united of the public of that the will of their country to the the of the public of the public of the last of our citizens and of our citizens

[Nucleus (p=0.9)] (Perplexity: 135.73)
another year when waters into to the unhappy debt on congress we have and for of a country for the of debt cases which are with no funded between very but any has from within its intercourse and person was remains the last of time to new nations the congress of the number of immediate congress the seat those with the yet whether the other of the united being than your according ought have not together means against citizens reduction also on