Additionally, we show that a high—level planner utilizing these extracted relations significantly outperforms a strong, text unaware baseline — successfully completing 80% of planning tasks as compared to 69% for the baseline.1

We show that building high-level plans in this manner significantly outperforms traditional techniques in terms of task completion.

Our results show that our text-driven high-level planner significantly outperforms all baselines in terms of completed planning tasks — it successfully solves 80% as compared to 41% for the Metric-FF planner and 69% for the text unaware variant of our model.

Experiments on Chinese—English translation on four NIST MT test sets show that the HD—HPB model significantly outperforms Chiang’s model with average gains of 1.91 points absolute in BLEU.

Table 3 shows that our HD-HPB model significantly outperforms Chiang’s HPB model with an average improvement of 1.91 in BLEU (and similar improvements over Moses HPB).

Experiments on Chinese-English translation using four NIST MT test sets show that our HD-HPB model significantly outperforms Chiang’s HPB as well as a SAMT—style refined version of HPB.

We show empirically that TESLA—CELAB significantly outperforms character-level BLEU in the English—Chinese translation evaluation tasks.

We show empirically that TESLA-CELAB significantly outperforms the strong baseline of character-level BLEU in two well known English-Chinese MT evaluation data sets.

The results indicate that TESLA-CELAB significantly outperforms BLEU.

On head queries, the addition of the empty context parameter 0 and click signal (2 together (Model M1) significantly outperforms both the baseline and the state-of-the-art model Guo’ 09.

We observe a different behavior on tail queries where all models significantly outperform the baseline BFB, but are not significantly different from each other.

We show that jointly modeling user intent and entity type significantly outperforms the current state of the art on the task of entity type resolution in queries.