ESPnet2 pretrained model, vectominist/seame_asr_conformer_ar_valid.acc.ave, fs=16k, lang=noinfo

This model was trained by vectominist using seame recipe in espnet.

• Python API

  See https://github.com/espnet/espnet_model_zoo

• Evaluate in the recipe

  git clone https://github.com/espnet/espnet
  cd espnet
  git checkout cddeeef1933ce4c1552e9d2e1af5bb3c60ad74f4
  pip install -e .
  cd egs2/seame/asr1
  ./run.sh --skip_data_prep false --skip_train true --download_model vectominist/seame_asr_conformer_ar_valid.acc.ave
  

• Results

  
  # RESULTS
  ## Environments
  - date: `Thu Jan 13 17:16:42 CST 2022`
  - python version: `3.8.12 (default, Oct 12 2021, 13:49:34)  [GCC 7.5.0]`
  - espnet version: `espnet 0.10.6a1`
  - pytorch version: `pytorch 1.8.1+cu111`
  - Git hash: `cddeeef1933ce4c1552e9d2e1af5bb3c60ad74f4`
    - Commit date: `Fri Dec 31 23:16:25 2021 +0900`
  
  ## Conformer + Transformer LM
  ### WER
  
  |dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
  |---|---|---|---|---|---|---|---|---|
  |decode_lm0.2_ctc0.4_beam30/devman|6531|96737|85.2|11.3|3.5|1.8|16.5|75.5|
  |decode_lm0.2_ctc0.4_beam30/devsge|5321|54390|79.4|16.0|4.6|2.6|23.2|74.3|

• ASR config

  config: conf/tuning/train_asr_conformer.yaml
  print_config: false
  log_level: INFO
  dry_run: false
  iterator_type: sequence
  output_dir: exp/asr_conformer_ar
  ngpu: 1
  seed: 0
  num_workers: 1
  num_att_plot: 3
  dist_backend: nccl
  dist_init_method: env://
  dist_world_size: 2
  dist_rank: 0
  local_rank: 0
  dist_master_addr: localhost
  dist_master_port: 34988
  dist_launcher: null
  multiprocessing_distributed: true
  unused_parameters: false
  sharded_ddp: false
  cudnn_enabled: true
  cudnn_benchmark: false
  cudnn_deterministic: true
  collect_stats: false
  write_collected_feats: false
  max_epoch: 120
  patience: null
  val_scheduler_criterion:
  - valid
  - loss
  early_stopping_criterion:
  - valid
  - loss
  - min
  best_model_criterion:
  -   - valid
      - acc
      - max
  keep_nbest_models: 10
  nbest_averaging_interval: 0
  grad_clip: 5
  grad_clip_type: 2.0
  grad_noise: false
  accum_grad: 2
  no_forward_run: false
  resume: true
  train_dtype: float32
  use_amp: false
  log_interval: null
  use_matplotlib: true
  use_tensorboard: true
  use_wandb: false
  wandb_project: null
  wandb_id: null
  wandb_entity: null
  wandb_name: null
  wandb_model_log_interval: -1
  detect_anomaly: false
  pretrain_path: null
  init_param: []
  ignore_init_mismatch: false
  freeze_param: []
  num_iters_per_epoch: null
  batch_size: 20
  valid_batch_size: null
  batch_bins: 15000000
  valid_batch_bins: null
  train_shape_file:
  - exp/asr_stats_raw_bpe5626_sp/train/speech_shape
  - exp/asr_stats_raw_bpe5626_sp/train/text_shape.bpe
  valid_shape_file:
  - exp/asr_stats_raw_bpe5626_sp/valid/speech_shape
  - exp/asr_stats_raw_bpe5626_sp/valid/text_shape.bpe
  batch_type: numel
  valid_batch_type: null
  fold_length:
  - 80000
  - 150
  sort_in_batch: descending
  sort_batch: descending
  multiple_iterator: false
  chunk_length: 500
  chunk_shift_ratio: 0.5
  num_cache_chunks: 1024
  train_data_path_and_name_and_type:
  -   - dump/raw/train_sp/wav.scp
      - speech
      - sound
  -   - dump/raw/train_sp/text
      - text
      - text
  valid_data_path_and_name_and_type:
  -   - dump/raw/valid/wav.scp
      - speech
      - sound
  -   - dump/raw/valid/text
      - text
      - text
  allow_variable_data_keys: false
  max_cache_size: 0.0
  max_cache_fd: 32
  valid_max_cache_size: null
  optim: adam
  optim_conf:
      lr: 0.001
  scheduler: warmuplr
  scheduler_conf:
      warmup_steps: 25000
  token_list:
  - 
  - 
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  - ▁屿
  - ▁岁
  - ▁岗
  - ▁岚
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  - ▁岩
  - ▁岭
  - ▁岸
  - ▁峡
  - ▁峰
  - ▁崇
  - ▁崔
  - ▁崖
  - ▁崛
  - ▁崩
  - ▁川
  - ▁州
  - ▁巡
  - ▁巢
  - ▁工
  - ▁左
  - ▁巧
  - ▁巨
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  - ▁feed
  - ▁pitch
  - ▁mike
  - ▁official
  - ▁moh
  - ▁cooking
  - ▁height
  - ▁kran
  - ▁pond
  - ▁subjects
  - ▁changes
  - ▁standing
  - ▁partly
  - ▁eng
  - ▁lorry
  - ities
  - ▁bean
  - ▁sl
  - ane
  - ▁met
  - ▁sh
  - ▁wen
  - ▁aid
  - ▁lim
  - ▁wan
  - ▁masters
  - ▁hands
  - ▁par
  - ▁dreams
  - ke
  - ▁kid
  - ▁bonds
  - ▁sui
  - ▁shirts
  - ▁resource
  - ▁client
  - ▁semi
  - ▁parts
  - ▁starts
  - ▁gla
  - ▁cont
  - ▁note
  - ick
  - ler
  - ▁draw
  - ▁attach
  - ▁affect
  - ▁climb
  - ▁german
  - ▁kia
  - ▁author
  - ▁proper
  - ▁equal
  - ▁potential
  - ▁separate
  - ▁across
  - ▁bachelor
  - ▁cetera
  - ▁challenge
  - ▁circle
  - ▁concept
  - ▁conclusion
  - ▁expenses
  - ▁hakka
  - ▁including
  - ▁interface
  - ▁marathon
  - ▁melbourne
  - ▁michael
  - ▁organisation
  - ▁police
  - ▁preserve
  - ▁proposal
  - ▁qualify
  - ▁queue
  - ▁request
  - ▁resign
  - ▁scold
  - ▁serangoon
  - ▁shanghai
  - ▁starhub
  - ▁vegetarian
  - ▁clerk
  - ▁location
  - ▁mouth
  - ▁somemore
  - ▁dump
  - ▁jogging
  - ▁moving
  - ▁shag
  - ▁heavy
  - ▁stunned
  - ▁cope
  - ▁analyze
  - ▁trade
  - ▁frequent
  - ▁impact
  - ▁audience
  - ▁sector
  - ▁shout
  - ▁pray
  - ▁info
  - ▁keyboard
  - ▁rehearsal
  - ▁shake
  - ▁bomb
  - ▁pageant
  - ▁bahru
  - ▁deep
  - ▁corpora
  - ▁mathew
  - ▁lifeguard
  - ▁aircon
  - ▁bible
  - ▁pause
  - ▁attraction
  - ▁whereas
  - ▁capable
  - ▁beef
  - ▁chess
  - ▁micro
  - ▁gain
  - ▁attract
  - ▁wild
  - ▁development
  - ▁secure
  - ▁sitting
  - ▁independent
  - ▁aunty
  - ▁payoh
  - ▁editor
  - ▁joy
  - ▁tools
  - ▁bull
  - ▁bread
  - ▁contractor
  - ▁plate
  - ▁germany
  - ▁error
  - ▁fulfill
  - ▁sand
  - ▁intake
  - less
  - ▁kite
  - ▁bother
  - ▁bung
  - ▁arm
  - ▁keywords
  - ▁signal
  - ▁developed
  - ▁finally
  - ▁fourth
  - ▁sheet
  - ▁rise
  - ▁formula
  - ▁gang
  - ▁yang
  - ▁ga
  - hua
  - ▁waiter
  - ▁listening
  - ▁gam
  - ▁none
  - ▁canvass
  - ▁sent
  - ▁asian
  - ara
  - ▁bear
  - uala
  - ▁bed
  - ▁researcher
  - ▁ann
  - od
  - ature
  - ▁electronics
  - ▁weekdays
  - ▁marks
  - ▁besides
  - ▁mod
  - iao
  - ▁pon
  - ina
  - ▁ying
  - nfuse
  - ▁ours
  - ▁calls
  - out
  - ▁stat
  - lan
  - ▁sw
  - ▁programmers
  - ase
  - ▁format
  - ru
  - ▁su
  - ▁tat
  - ▁oversea
  - ▁norm
  - av
  - ator
  - ▁wants
  - ▁cos
  - ▁hat
  - ory
  - ▁taxi
  - east
  - some
  - gi
  - ▁construct
  - ▁fran
  - ▁recent
  - ▁confident
  - ▁dead
  - ▁involve
  - ▁swim
  - ▁extreme
  - ▁advertising
  - ▁africa
  - ▁appear
  - ▁april
  - ▁avatar
  - ▁barbecue
  - ▁behavior
  - ▁bowling
  - ▁cockroach
  - ▁condominium
  - ▁depth
  - ▁division
  - ▁generate
  - ▁husband
  - ▁joanne
  - ▁length
  - ▁mountain
  - ▁multimedia
  - ▁muscle
  - ▁october
  - ▁passport
  - ▁polytechnic
  - ▁respect
  - ▁retain
  - ▁routine
  - ▁scope
  - ▁sketch
  - ▁specialisation
  - ▁technique
  - ▁valley
  - ▁vocabulary
  - ▁welcome
  - ▁welfare
  - ▁capture
  - ▁chief
  - ▁paiseh
  - ▁therapist
  - ▁vendor
  - ▁digital
  - ▁york
  - ▁jade
  - ▁spell
  - ▁below
  - ▁organization
  - ▁ipod
  - ▁exhibition
  - ▁universities
  - ▁property
  - ▁address
  - ▁foot
  - ▁feedback
  - ▁july
  - ▁beginning
  - ▁competitive
  - ▁women
  - ▁modify
  - ▁violet
  - ▁closing
  - ▁broke
  - ▁clip
  - ▁sonia
  - ▁commercial
  - ▁runner
  - ▁tiles
  - ▁canoe
  - ▁texture
  - ▁plot
  - ▁recover
  - ▁france
  - ▁authority
  - ▁death
  - ▁gula
  - ▁commission
  - ▁flute
  - ▁audition
  - ▁numbers
  - ▁scenery
  - ▁educated
  - ▁chao
  - ▁analyse
  - ▁daily
  - ▁chose
  - ▁sony
  - ▁reality
  - ▁foundation
  - ▁thin
  - ▁rental
  - ▁highway
  - ▁tempo
  - ▁fellow
  - ▁specialise
  - ▁nua
  - ▁subcomm
  - ▁producer
  - ▁native
  - ▁bug
  - ▁xinyi
  - ▁chap
  - ▁whenever
  - ▁traditional
  - ▁ward
  - nice
  - ▁hole
  - ▁ear
  - ▁surfing
  - ▁raw
  - ▁fighting
  - ▁dive
  - ▁idol
  - ▁van
  - ▁woo
  - ▁dota
  - race
  - itch
  - ▁closed
  - iva
  - ▁willing
  - ▁passed
  - ▁ending
  - ▁beh
  - ▁juniors
  - ▁meaning
  - ▁chin
  - ▁adults
  - ▁th
  - ▁articles
  - ▁others
  - ▁cha
  - ▁sua
  - ▁applying
  - ▁mal
  - ▁shoulder
  - ▁pas
  - ▁comments
  - uk
  - ship
  - ▁letters
  - ative
  - ail
  - uc
  - ▁seen
  - mas
  - ating
  - ▁peanut
  - ▁canvas
  - ▁parent
  - ▁sale
  - ence
  - ▁mr
  - ox
  - ▁beer
  - ▁sole
  - ▁choices
  - ▁jun
  - ped
  - ▁hol
  - coming
  - ▁compet
  - ▁scar
  - ▁stretch
  - ▁organ
  - ring
  - ▁assign
  - ▁surprise
  - ▁relate
  - ▁carbo
  - ▁temp
  - here
  - book
  - ▁measure
  - ▁refer
  - ▁peace
  - ▁relation
  - ▁effective
  - ▁neighbor
  - ▁admit
  - ▁album
  - ▁alright
  - ▁alumni
  - ▁anywhere
  - ▁applied
  - ▁barbeque
  - ▁became
  - ▁bobian
  - ▁brochure
  - ▁burden
  - ▁campaign
  - ▁catheter
  - ▁conflict
  - ▁delete
  - ▁describe
  - ▁dirty
  - ▁efficiency
  - ▁elysees
  - ▁esther
  - ▁executive
  - ▁hawaii
  - ▁hurt
  - ▁impossible
  - ▁infection
  - ▁journey
  - ▁lifestyle
  - ▁macdonald
  - ▁mooncake
  - ▁morgan
  - ▁mugger
  - ▁pharmaceutical
  - ▁policies
  - ▁revise
  - ▁salmon
  - ▁scuba
  - ▁serene
  - ▁smoking
  - ▁stroke
  - ▁supply
  - ▁twice
  - ▁vodka
  - ▁absorb
  - ▁exposure
  - ▁incentive
  - ▁represent
  - ▁split
  - ▁bunk
  - ▁fault
  - ▁nokia
  - ▁blank
  - ▁cinema
  - ▁georgetown
  - ▁mixture
  - ▁gender
  - ▁enthu
  - ▁accommodation
  - ▁seafood
  - ▁automatically
  - ▁orange
  - ▁phrase
  - ▁relevant
  - ▁candle
  - ▁external
  - ▁successful
  - ▁task
  - ▁stories
  - ▁acid
  - ▁wound
  - ▁shiok
  - ▁ivan
  - ▁comedy
  - ▁graduation
  - ▁cash
  - ▁warning
  - ▁anti
  - ▁suggestion
  - ▁childish
  - ▁profile
  - ▁bash
  - ▁organic
  - ▁seng
  - ▁chain
  - ▁roughly
  - ▁abit
  - ▁hut
  - ▁retire
  - ▁xiu
  - ▁jess
  - ▁lake
  - ▁loop
  - ▁multiplica
  - ▁verb
  - ▁homework
  - ▁anyone
  - q
  - '0'
  - '4'
  - '1'
  - '3'
  - '5'
  - '2'
  - '9'
  - '7'
  - j
  - 
  init: xavier_uniform
  input_size: null
  ctc_conf:
      dropout_rate: 0.0
      ctc_type: builtin
      reduce: true
      ignore_nan_grad: true
  joint_net_conf: null
  model_conf:
      ctc_weight: 0.3
      lsm_weight: 0.1
      length_normalized_loss: false
  use_preprocessor: true
  token_type: bpe
  bpemodel: data/token_list/bpe_unigram5626/bpe.model
  non_linguistic_symbols: null
  cleaner: null
  g2p: null
  speech_volume_normalize: null
  rir_scp: null
  rir_apply_prob: 1.0
  noise_scp: null
  noise_apply_prob: 1.0
  noise_db_range: '13_15'
  frontend: default
  frontend_conf:
      fs: 16k
  specaug: specaug
  specaug_conf:
      apply_time_warp: true
      time_warp_window: 5
      time_warp_mode: bicubic
      apply_freq_mask: true
      freq_mask_width_range:
      - 0
      - 30
      num_freq_mask: 2
      apply_time_mask: true
      time_mask_width_range:
      - 0
      - 40
      num_time_mask: 2
  normalize: global_mvn
  normalize_conf:
      stats_file: exp/asr_stats_raw_bpe5626_sp/train/feats_stats.npz
  preencoder: null
  preencoder_conf: {}
  encoder: conformer
  encoder_conf:
      output_size: 256
      attention_heads: 4
      linear_units: 2048
      num_blocks: 12
      dropout_rate: 0.1
      positional_dropout_rate: 0.1
      attention_dropout_rate: 0.0
      input_layer: conv2d
      normalize_before: true
      pos_enc_layer_type: rel_pos
      selfattention_layer_type: rel_selfattn
      activation_type: swish
      macaron_style: true
      use_cnn_module: true
      cnn_module_kernel: 15
  postencoder: null
  postencoder_conf: {}
  decoder: transformer
  decoder_conf:
      attention_heads: 4
      linear_units: 2048
      num_blocks: 6
      dropout_rate: 0.1
      positional_dropout_rate: 0.1
      self_attention_dropout_rate: 0.0
      src_attention_dropout_rate: 0.0
  required:
  - output_dir
  - token_list
  version: 0.10.6a1
  distributed: true

• LM config

  config: conf/tuning/train_lm_transformer.yaml
  print_config: false
  log_level: INFO
  dry_run: false
  iterator_type: sequence
  output_dir: exp/lm_transformer
  ngpu: 1
  seed: 0
  num_workers: 1
  num_att_plot: 3
  dist_backend: nccl
  dist_init_method: env://
  dist_world_size: null
  dist_rank: null
  local_rank: 0
  dist_master_addr: null
  dist_master_port: null
  dist_launcher: null
  multiprocessing_distributed: false
  unused_parameters: false
  sharded_ddp: false
  cudnn_enabled: true
  cudnn_benchmark: false
  cudnn_deterministic: true
  collect_stats: false
  write_collected_feats: false
  max_epoch: 15
  patience: null
  val_scheduler_criterion:
  - valid
  - loss
  early_stopping_criterion:
  - valid
  - loss
  - min
  best_model_criterion:
  -   - valid
      - loss
      - min
  keep_nbest_models: 10
  nbest_averaging_interval: 0
  grad_clip: 5.0
  grad_clip_type: 2.0
  grad_noise: false
  accum_grad: 2
  no_forward_run: false
  resume: true
  train_dtype: float32
  use_amp: false
  log_interval: null
  use_matplotlib: true
  use_tensorboard: true
  use_wandb: false
  wandb_project: null
  wandb_id: null
  wandb_entity: null
  wandb_name: null
  wandb_model_log_interval: -1
  detect_anomaly: false
  pretrain_path: null
  init_param: []
  ignore_init_mismatch: false
  freeze_param: []
  num_iters_per_epoch: null
  batch_size: 20
  valid_batch_size: null
  batch_bins: 1000000
  valid_batch_bins: null
  train_shape_file:
  - exp/lm_stats_bpe5626/train/text_shape.bpe
  valid_shape_file:
  - exp/lm_stats_bpe5626/valid/text_shape.bpe
  batch_type: numel
  valid_batch_type: null
  fold_length:
  - 150
  sort_in_batch: descending
  sort_batch: descending
  multiple_iterator: false
  chunk_length: 500
  chunk_shift_ratio: 0.5
  num_cache_chunks: 1024
  train_data_path_and_name_and_type:
  -   - dump/raw/lm_train.txt
      - text
      - text
  valid_data_path_and_name_and_type:
  -   - dump/raw/valid/text
      - text
      - text
  allow_variable_data_keys: false
  max_cache_size: 0.0
  max_cache_fd: 32
  valid_max_cache_size: null
  optim: adam
  optim_conf:
      lr: 0.0002
  scheduler: warmuplr
  scheduler_conf:
      warmup_steps: 25000
  token_list:
  - 
  - 
  - 
  - ▁一
  - ▁丁
  - ▁七
  - ▁万
  - ▁三
  - ▁上
  - ▁下
  - ▁不
  - ▁与
  - ▁丑
  - ▁专
  - ▁且
  - ▁世
  - ▁丘
  - ▁业
  - ▁东
  - ▁丝
  - ▁丞
  - ▁丢
  - ▁两
  - ▁严
  - ▁丧
  - ▁个
  - ▁中
  - ▁丰
  - ▁串
  - ▁临
  - ▁丸
  - ▁丹
  - ▁为
  - ▁主
  - ▁丽
  - ▁举
  - ▁乃
  - ▁久
  - ▁么
  - ▁义
  - ▁之
  - ▁乌
  - ▁乎
  - ▁乏
  - ▁乐
  - ▁乒
  - ▁乓
  - ▁乔
  - ▁乖
  - ▁乘
  - ▁九
  - ▁也
  - ▁习
  - ▁乡
  - ▁书
  - ▁买
  - ▁乱
  - ▁乳
  - ▁了
  - ▁争
  - ▁事
  - ▁二
  - ▁于
  - ▁亏
  - ▁云
  - ▁互
  - ▁五
  - ▁井
  - ▁亚
  - ▁些
  - ▁亡
  - ▁交
  - ▁亦
  - ▁产
  - ▁享
  - ▁京
  - ▁亮
  - ▁亲
  - ▁人
  - ▁亿
  - ▁什
  - ▁仁
  - ▁仅
  - ▁仆
  - ▁今
  - ▁介
  - ▁从
  - ▁仓
  - ▁仔
  - ▁他
  - ▁仗
  - ▁付
  - ▁仙
  - ▁代
  - ▁令
  - ▁以
  - ▁仪
  - ▁们
  - ▁仰
  - ▁仲
  - ▁件
  - ▁价
  - ▁任
  - ▁份
  - ▁仿
  - ▁企
  - ▁伊
  - ▁伍
  - ▁伏
  - ▁伐
  - ▁休
  - ▁众
  - ▁优
  - ▁伙
  - ▁会
  - ▁伞
  - ▁伟
  - ▁传
  - ▁伤
  - ▁伦
  - ▁伪
  - ▁伯
  - ▁估
  - ▁伴
  - ▁伶
  - ▁伸
  - ▁似
  - ▁但
  - ▁位
  - ▁低
  - ▁住
  - ▁佑
  - ▁体
  - ▁何
  - ▁佘
  - ▁余
  - ▁佛
  - ▁作
  - ▁你
  - ▁佣
  - ▁佩
  - ▁佰
  - ▁佳
  - ▁佷
  - ▁使
  - ▁侄
  - ▁來
  - ▁侈
  - ▁例
  - ▁侍
  - ▁供
  - ▁依
  - ▁侦
  - ▁侧
  - ▁侨
  - ▁侯
  - ▁侵
  - ▁便
  - ▁促
  - ▁俄
  - ▁俊
  - ▁俏
  - ▁俐
  - ▁俗
  - ▁保
  - ▁信
  - ▁俩
  - ▁俭
  - ▁修
  - ▁俱
  - ▁個
  - ▁倍
  - ▁們
  - ▁倒
  - ▁候
  - ▁借
  - ▁倦
  - ▁倩
  - ▁债
  - ▁值
  - ▁倾
  - ▁假
  - ▁偏
  - ▁做
  - ▁停
  - ▁健
  - ▁偶
  - ▁偷
  - ▁偿
  - ▁傅
  - ▁傍
  - ▁储
  - ▁催
  - ▁傲
  - ▁傻
  - ▁像
  - ▁僧
  - ▁僵
  - ▁僻
  - ▁儒
  - ▁儿
  - ▁允
  - ▁元
  - ▁兄
  - ▁充
  - ▁兆
  - ▁先
  - ▁光
  - ▁克
  - ▁免
  - ▁兑
  - ▁党
  - ▁兜
  - ▁入
  - ▁全
  - ▁兩
  - ▁八
  - ▁公
  - ▁六
  - ▁兰
  - ▁共
  - ▁关
  - ▁兴
  - ▁兵
  - ▁其
  - ▁具
  - ▁典
  - ▁养
  - ▁兼
  - ▁兽
  - ▁内
  - ▁冈
  - ▁册
  - ▁再
  - ▁冒
  - ▁写
  - ▁军
  - ▁农
  - ▁冠
  - ▁冤
  - ▁冥
  - ▁冬
  - ▁冰
  - ▁冲
  - ▁决
  - ▁况
  - ▁冷
  - ▁冻
  - ▁净
  - ▁凄
  - ▁准
  - ▁凉
  - ▁凌
  - ▁减
  - ▁凑
  - ▁几
  - ▁凡
  - ▁凤
  - ▁凭
  - ▁凯
  - ▁凰
  - ▁凶
  - ▁凸
  - ▁出
  - ▁击
  - ▁凿
  - ▁刀
  - ▁刁
  - ▁分
  - ▁切
  - ▁刑
  - ▁划
  - ▁列
  - ▁刘
  - ▁则
  - ▁刚
  - ▁创
  - ▁初
  - ▁删
  - ▁判
  - ▁利
  - ▁别
  - ▁刮
  - ▁到
  - ▁制
  - ▁刷
  - ▁刹
  - ▁刺
  - ▁刻
  - ▁剂
  - ▁剃
  - ▁削
  - ▁前
  - ▁剑
  - ▁剔
  - ▁剥
  - ▁剧
  - ▁剩
  - ▁剪
  - ▁副
  - ▁割
  - ▁劈
  - ▁力
  - ▁劝
  - ▁办
  - ▁功
  - ▁加
  - ▁务
  - ▁动
  - ▁助
  - ▁努
  - ▁劫
  - ▁励
  - ▁劲
  - ▁劳
  - ▁势
  - ▁勇
  - ▁勉
  - ▁勒
  - ▁勤
  - ▁勾
  - ▁匀
  - ▁包
  - ▁化
  - ▁北
  - ▁匙
  - ▁匪
  - ▁区
  - ▁医
  - ▁十
  - ▁千
  - ▁升
  - ▁午
  - ▁半
  - ▁华
  - ▁协
  - ▁卑
  - ▁单
  - ▁卖
  - ▁南
  - ▁博
  - ▁占
  - ▁卡
  - ▁卢
  - ▁卤
  - ▁卦
  - ▁卫
  - ▁卯
  - ▁印
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